library(keras)
library(dplyr)
library(caret)
library(rpart)
rm(list=ls())
# Set working directory as needed
df <- read.csv("wifi_localization.csv")
set.seed(1122)
df <- df[sample(nrow(df)), ]
indx <- sample(1:nrow(df), 0.20*nrow(df))
test.df <- df[indx, ]
train.df <- df[-indx, ]x.train.df <- select(train.df, -room)
x.test.df <- select(test.df, -room)
# x.train.df
# x.test.dfy.train.df <- train.df$room
y.train.df.ohe <- to_categorical(y.train.df)
# y.train.df
# y.train.df.ohe
y.test.df <- test.df$room
y.test.df.ohe <- to_categorical(y.test.df)
# y.test.df
# y.test.df.ohe# head( y.train.df.ohe)# head(x.train.df)
model <- keras_model_sequential() %>%
layer_dense(units =9, activation="relu", input_shape=c(7)) %>%
layer_dense(units = 5, activation="softmax")
modelModel: "sequential_85"
____________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
====================================================================================================================
dense_218 (Dense) (None, 9) 72
dense_217 (Dense) (None, 5) 50
====================================================================================================================
Total params: 122
Trainable params: 122
Non-trainable params: 0
____________________________________________________________________________________________________________________model %>% compile(loss = "categorical_crossentropy",
optimizer="adam",
metrics=c("accuracy"))
model %>% fit(
data.matrix(x.train.df),
y.train.df.ohe,
epochs =100,
batch_size=32,
validation_split=0.20)Epoch 1/1002022-11-21 19:56:50.948730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 13s - loss: 48.9196 - accuracy: 0.3125
4/40 [==>...........................] - ETA: 0s - loss: 50.8655 - accuracy: 0.2656
9/40 [=====>........................] - ETA: 0s - loss: 50.2765 - accuracy: 0.2396
15/40 [==========>...................] - ETA: 0s - loss: 46.1707 - accuracy: 0.2438
21/40 [==============>...............] - ETA: 0s - loss: 42.5082 - accuracy: 0.2500
27/40 [===================>..........] - ETA: 0s - loss: 38.8821 - accuracy: 0.2488
33/40 [=======================>......] - ETA: 0s - loss: 35.5020 - accuracy: 0.2443
39/40 [============================>.] - ETA: 0s - loss: 32.4181 - accuracy: 0.2236
40/40 [==============================] - 1s 11ms/step - loss: 32.0121 - accuracy: 0.21802022-11-21 19:56:52.556790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 2s 52ms/step - loss: 32.0121 - accuracy: 0.2180 - val_loss: 14.8164 - val_accuracy: 0.0344
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 10.6543 - accuracy: 0.0312
7/40 [====>.........................] - ETA: 0s - loss: 13.4934 - accuracy: 0.0759
13/40 [========>.....................] - ETA: 0s - loss: 11.8877 - accuracy: 0.0793
20/40 [==============>...............] - ETA: 0s - loss: 10.1877 - accuracy: 0.0578
26/40 [==================>...........] - ETA: 0s - loss: 9.2346 - accuracy: 0.0649
33/40 [=======================>......] - ETA: 0s - loss: 8.4602 - accuracy: 0.0919
39/40 [============================>.] - ETA: 0s - loss: 7.9454 - accuracy: 0.1130
40/40 [==============================] - 0s 9ms/step - loss: 7.8423 - accuracy: 0.1187
40/40 [==============================] - 1s 14ms/step - loss: 7.8423 - accuracy: 0.1187 - val_loss: 4.7608 - val_accuracy: 0.2125
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 4.4515 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 4.7376 - accuracy: 0.2321
13/40 [========>.....................] - ETA: 0s - loss: 4.6974 - accuracy: 0.2524
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24/40 [=================>............] - ETA: 0s - loss: 4.6452 - accuracy: 0.2617
30/40 [=====================>........] - ETA: 0s - loss: 4.5923 - accuracy: 0.2729
37/40 [==========================>...] - ETA: 0s - loss: 4.5258 - accuracy: 0.2745
40/40 [==============================] - 0s 9ms/step - loss: 4.5331 - accuracy: 0.2703
40/40 [==============================] - 1s 14ms/step - loss: 4.5331 - accuracy: 0.2703 - val_loss: 4.4538 - val_accuracy: 0.2500
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 3.6186 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 4.5243 - accuracy: 0.2366
12/40 [========>.....................] - ETA: 0s - loss: 4.4130 - accuracy: 0.2422
16/40 [===========>..................] - ETA: 0s - loss: 4.2114 - accuracy: 0.2500
22/40 [===============>..............] - ETA: 0s - loss: 4.2782 - accuracy: 0.2528
28/40 [====================>.........] - ETA: 0s - loss: 4.2310 - accuracy: 0.2589
35/40 [=========================>....] - ETA: 0s - loss: 4.2661 - accuracy: 0.2661
40/40 [==============================] - 0s 10ms/step - loss: 4.2287 - accuracy: 0.2648
40/40 [==============================] - 1s 15ms/step - loss: 4.2287 - accuracy: 0.2648 - val_loss: 4.1560 - val_accuracy: 0.2875
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 3.0804 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 3.9032 - accuracy: 0.3527
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19/40 [=============>................] - ETA: 0s - loss: 4.0718 - accuracy: 0.2944
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31/40 [======================>.......] - ETA: 0s - loss: 3.8592 - accuracy: 0.2964
37/40 [==========================>...] - ETA: 0s - loss: 3.8872 - accuracy: 0.2905
40/40 [==============================] - 0s 9ms/step - loss: 3.9313 - accuracy: 0.2914
40/40 [==============================] - 1s 14ms/step - loss: 3.9313 - accuracy: 0.2914 - val_loss: 3.9934 - val_accuracy: 0.2625
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 3.0876 - accuracy: 0.2500
6/40 [===>..........................] - ETA: 0s - loss: 3.5544 - accuracy: 0.2656
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20/40 [==============>...............] - ETA: 0s - loss: 3.7785 - accuracy: 0.2812
27/40 [===================>..........] - ETA: 0s - loss: 3.7559 - accuracy: 0.2905
34/40 [========================>.....] - ETA: 0s - loss: 3.7724 - accuracy: 0.2978
40/40 [==============================] - 0s 8ms/step - loss: 3.7433 - accuracy: 0.2984
40/40 [==============================] - 1s 13ms/step - loss: 3.7433 - accuracy: 0.2984 - val_loss: 3.6749 - val_accuracy: 0.2812
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 3.2050 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 3.7124 - accuracy: 0.3170
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17/40 [===========>..................] - ETA: 0s - loss: 3.4772 - accuracy: 0.3235
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29/40 [====================>.........] - ETA: 0s - loss: 3.4340 - accuracy: 0.3200
35/40 [=========================>....] - ETA: 0s - loss: 3.4850 - accuracy: 0.3116
40/40 [==============================] - 0s 9ms/step - loss: 3.4657 - accuracy: 0.3156
40/40 [==============================] - 1s 14ms/step - loss: 3.4657 - accuracy: 0.3156 - val_loss: 3.4006 - val_accuracy: 0.3281
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 2.9839 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 3.1113 - accuracy: 0.3884
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31/40 [======================>.......] - ETA: 0s - loss: 3.3329 - accuracy: 0.3407
37/40 [==========================>...] - ETA: 0s - loss: 3.2807 - accuracy: 0.3412
40/40 [==============================] - 0s 9ms/step - loss: 3.2465 - accuracy: 0.3430
40/40 [==============================] - 1s 14ms/step - loss: 3.2465 - accuracy: 0.3430 - val_loss: 3.1666 - val_accuracy: 0.3438
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 3.8004 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 3.0709 - accuracy: 0.3036
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40/40 [==============================] - 0s 9ms/step - loss: 3.0210 - accuracy: 0.3414
40/40 [==============================] - 1s 14ms/step - loss: 3.0210 - accuracy: 0.3414 - val_loss: 2.9684 - val_accuracy: 0.3438
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 2.8123 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 3.0643 - accuracy: 0.3839
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39/40 [============================>.] - ETA: 0s - loss: 2.8405 - accuracy: 0.3734
40/40 [==============================] - 0s 8ms/step - loss: 2.8325 - accuracy: 0.3742
40/40 [==============================] - 1s 14ms/step - loss: 2.8325 - accuracy: 0.3742 - val_loss: 2.7579 - val_accuracy: 0.3313
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 3.7967 - accuracy: 0.2812
7/40 [====>.........................] - ETA: 0s - loss: 2.5790 - accuracy: 0.3795
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20/40 [==============>...............] - ETA: 0s - loss: 2.6477 - accuracy: 0.3953
27/40 [===================>..........] - ETA: 0s - loss: 2.5730 - accuracy: 0.3935
33/40 [=======================>......] - ETA: 0s - loss: 2.6506 - accuracy: 0.3826
40/40 [==============================] - 0s 8ms/step - loss: 2.6198 - accuracy: 0.3789
40/40 [==============================] - 1s 14ms/step - loss: 2.6198 - accuracy: 0.3789 - val_loss: 2.5705 - val_accuracy: 0.3812
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 2.7513 - accuracy: 0.3438
8/40 [=====>........................] - ETA: 0s - loss: 2.4001 - accuracy: 0.3594
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28/40 [====================>.........] - ETA: 0s - loss: 2.3644 - accuracy: 0.3873
35/40 [=========================>....] - ETA: 0s - loss: 2.4142 - accuracy: 0.3911
40/40 [==============================] - 0s 8ms/step - loss: 2.4341 - accuracy: 0.3930
40/40 [==============================] - 1s 14ms/step - loss: 2.4341 - accuracy: 0.3930 - val_loss: 2.3427 - val_accuracy: 0.3656
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 2.4800 - accuracy: 0.2500
6/40 [===>..........................] - ETA: 0s - loss: 1.9846 - accuracy: 0.4375
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31/40 [======================>.......] - ETA: 0s - loss: 2.3025 - accuracy: 0.3962
38/40 [===========================>..] - ETA: 0s - loss: 2.2956 - accuracy: 0.3914
40/40 [==============================] - 0s 9ms/step - loss: 2.2893 - accuracy: 0.3930
40/40 [==============================] - 1s 15ms/step - loss: 2.2893 - accuracy: 0.3930 - val_loss: 2.2002 - val_accuracy: 0.4313
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 2.3142 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 2.2814 - accuracy: 0.4375
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32/40 [=======================>......] - ETA: 0s - loss: 2.1047 - accuracy: 0.4102
38/40 [===========================>..] - ETA: 0s - loss: 2.0772 - accuracy: 0.4219
40/40 [==============================] - 0s 9ms/step - loss: 2.0858 - accuracy: 0.4242
40/40 [==============================] - 1s 14ms/step - loss: 2.0858 - accuracy: 0.4242 - val_loss: 2.2816 - val_accuracy: 0.5125
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.9623 - accuracy: 0.6562
6/40 [===>..........................] - ETA: 0s - loss: 1.9875 - accuracy: 0.5833
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17/40 [===========>..................] - ETA: 0s - loss: 2.0741 - accuracy: 0.4669
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29/40 [====================>.........] - ETA: 0s - loss: 2.0723 - accuracy: 0.4720
35/40 [=========================>....] - ETA: 0s - loss: 2.0782 - accuracy: 0.4589
40/40 [==============================] - 0s 9ms/step - loss: 2.0346 - accuracy: 0.4523
40/40 [==============================] - 1s 15ms/step - loss: 2.0346 - accuracy: 0.4523 - val_loss: 1.8625 - val_accuracy: 0.4406
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 2.1980 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.9604 - accuracy: 0.4286
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18/40 [============>.................] - ETA: 0s - loss: 1.9173 - accuracy: 0.4184
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31/40 [======================>.......] - ETA: 0s - loss: 1.8623 - accuracy: 0.4294
38/40 [===========================>..] - ETA: 0s - loss: 1.8005 - accuracy: 0.4507
40/40 [==============================] - 0s 9ms/step - loss: 1.7974 - accuracy: 0.4539
40/40 [==============================] - 1s 14ms/step - loss: 1.7974 - accuracy: 0.4539 - val_loss: 1.7234 - val_accuracy: 0.4688
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.7646 - accuracy: 0.4688
6/40 [===>..........................] - ETA: 0s - loss: 1.5176 - accuracy: 0.5052
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20/40 [==============>...............] - ETA: 0s - loss: 1.6412 - accuracy: 0.4641
27/40 [===================>..........] - ETA: 0s - loss: 1.6397 - accuracy: 0.4734
34/40 [========================>.....] - ETA: 0s - loss: 1.6439 - accuracy: 0.4596
40/40 [==============================] - 0s 8ms/step - loss: 1.6690 - accuracy: 0.4563
40/40 [==============================] - 1s 13ms/step - loss: 1.6690 - accuracy: 0.4563 - val_loss: 1.5792 - val_accuracy: 0.4750
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 1.4059 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.4016 - accuracy: 0.5580
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20/40 [==============>...............] - ETA: 0s - loss: 1.5347 - accuracy: 0.5000
27/40 [===================>..........] - ETA: 0s - loss: 1.4878 - accuracy: 0.5000
34/40 [========================>.....] - ETA: 0s - loss: 1.5507 - accuracy: 0.4825
40/40 [==============================] - 0s 8ms/step - loss: 1.5432 - accuracy: 0.4789
40/40 [==============================] - 1s 13ms/step - loss: 1.5432 - accuracy: 0.4789 - val_loss: 1.4625 - val_accuracy: 0.4875
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 1.6625 - accuracy: 0.4062
6/40 [===>..........................] - ETA: 0s - loss: 1.5184 - accuracy: 0.4896
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31/40 [======================>.......] - ETA: 0s - loss: 1.4404 - accuracy: 0.4889
37/40 [==========================>...] - ETA: 0s - loss: 1.4527 - accuracy: 0.4831
40/40 [==============================] - 0s 9ms/step - loss: 1.4379 - accuracy: 0.4859
40/40 [==============================] - 1s 14ms/step - loss: 1.4379 - accuracy: 0.4859 - val_loss: 1.3394 - val_accuracy: 0.5000
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 1.0203 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.4058 - accuracy: 0.4866
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18/40 [============>.................] - ETA: 0s - loss: 1.4078 - accuracy: 0.5000
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30/40 [=====================>........] - ETA: 0s - loss: 1.3523 - accuracy: 0.4917
36/40 [==========================>...] - ETA: 0s - loss: 1.3269 - accuracy: 0.4965
40/40 [==============================] - 0s 9ms/step - loss: 1.3205 - accuracy: 0.4953
40/40 [==============================] - 1s 14ms/step - loss: 1.3205 - accuracy: 0.4953 - val_loss: 1.2591 - val_accuracy: 0.5063
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 1.2359 - accuracy: 0.4375
6/40 [===>..........................] - ETA: 0s - loss: 1.0814 - accuracy: 0.5625
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18/40 [============>.................] - ETA: 0s - loss: 1.2503 - accuracy: 0.5139
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31/40 [======================>.......] - ETA: 0s - loss: 1.2245 - accuracy: 0.5101
37/40 [==========================>...] - ETA: 0s - loss: 1.2213 - accuracy: 0.5068
40/40 [==============================] - 0s 9ms/step - loss: 1.2189 - accuracy: 0.5156
40/40 [==============================] - 1s 14ms/step - loss: 1.2189 - accuracy: 0.5156 - val_loss: 1.1963 - val_accuracy: 0.5781
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 1.3142 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.2600 - accuracy: 0.4688
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27/40 [===================>..........] - ETA: 0s - loss: 1.1672 - accuracy: 0.5567
34/40 [========================>.....] - ETA: 0s - loss: 1.1468 - accuracy: 0.5561
40/40 [==============================] - 0s 8ms/step - loss: 1.1617 - accuracy: 0.5477
40/40 [==============================] - 1s 13ms/step - loss: 1.1617 - accuracy: 0.5477 - val_loss: 1.0996 - val_accuracy: 0.5969
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 1.2495 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.0981 - accuracy: 0.6339
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34/40 [========================>.....] - ETA: 0s - loss: 1.0884 - accuracy: 0.5754
40/40 [==============================] - 0s 8ms/step - loss: 1.0609 - accuracy: 0.5781
40/40 [==============================] - 1s 13ms/step - loss: 1.0609 - accuracy: 0.5781 - val_loss: 1.0304 - val_accuracy: 0.5781
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 1.0417 - accuracy: 0.5312
6/40 [===>..........................] - ETA: 0s - loss: 1.0738 - accuracy: 0.5573
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34/40 [========================>.....] - ETA: 0s - loss: 1.0060 - accuracy: 0.5653
40/40 [==============================] - 0s 8ms/step - loss: 0.9843 - accuracy: 0.5719
40/40 [==============================] - 1s 13ms/step - loss: 0.9843 - accuracy: 0.5719 - val_loss: 0.8947 - val_accuracy: 0.5969
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.6153 - accuracy: 0.7500
8/40 [=====>........................] - ETA: 0s - loss: 0.8245 - accuracy: 0.6250
14/40 [=========>....................] - ETA: 0s - loss: 0.8407 - accuracy: 0.6183
20/40 [==============>...............] - ETA: 0s - loss: 0.8763 - accuracy: 0.6109
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32/40 [=======================>......] - ETA: 0s - loss: 0.9012 - accuracy: 0.6055
38/40 [===========================>..] - ETA: 0s - loss: 0.9013 - accuracy: 0.6020
40/40 [==============================] - 0s 9ms/step - loss: 0.8984 - accuracy: 0.6016
40/40 [==============================] - 1s 15ms/step - loss: 0.8984 - accuracy: 0.6016 - val_loss: 0.8479 - val_accuracy: 0.6750
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.5359 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.7205 - accuracy: 0.6920
13/40 [========>.....................] - ETA: 0s - loss: 0.7666 - accuracy: 0.6611
19/40 [=============>................] - ETA: 0s - loss: 0.8000 - accuracy: 0.6513
25/40 [=================>............] - ETA: 0s - loss: 0.8059 - accuracy: 0.6387
31/40 [======================>.......] - ETA: 0s - loss: 0.8225 - accuracy: 0.6230
37/40 [==========================>...] - ETA: 0s - loss: 0.8218 - accuracy: 0.6225
40/40 [==============================] - 0s 9ms/step - loss: 0.8355 - accuracy: 0.6188
40/40 [==============================] - 1s 14ms/step - loss: 0.8355 - accuracy: 0.6188 - val_loss: 0.8063 - val_accuracy: 0.6844
Epoch 27/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.8095 - accuracy: 0.6462
38/40 [===========================>..] - ETA: 0s - loss: 0.7988 - accuracy: 0.6472
40/40 [==============================] - 0s 9ms/step - loss: 0.7929 - accuracy: 0.6477
40/40 [==============================] - 1s 14ms/step - loss: 0.7929 - accuracy: 0.6477 - val_loss: 0.7218 - val_accuracy: 0.6719
Epoch 28/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.7361 - accuracy: 0.6602
40/40 [==============================] - 1s 13ms/step - loss: 0.7361 - accuracy: 0.6602 - val_loss: 0.6861 - val_accuracy: 0.7250
Epoch 29/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6953 - accuracy: 0.7143
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20/40 [==============>...............] - ETA: 0s - loss: 0.6700 - accuracy: 0.7047
27/40 [===================>..........] - ETA: 0s - loss: 0.7082 - accuracy: 0.6863
34/40 [========================>.....] - ETA: 0s - loss: 0.6840 - accuracy: 0.6857
40/40 [==============================] - 0s 8ms/step - loss: 0.6884 - accuracy: 0.6797
40/40 [==============================] - 1s 13ms/step - loss: 0.6884 - accuracy: 0.6797 - val_loss: 0.6406 - val_accuracy: 0.7656
Epoch 30/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.6563 - accuracy: 0.7396
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38/40 [===========================>..] - ETA: 0s - loss: 0.6389 - accuracy: 0.7097
40/40 [==============================] - 0s 9ms/step - loss: 0.6396 - accuracy: 0.7109
40/40 [==============================] - 1s 14ms/step - loss: 0.6396 - accuracy: 0.7109 - val_loss: 0.6160 - val_accuracy: 0.7625
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.5703 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5821 - accuracy: 0.7500
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20/40 [==============>...............] - ETA: 0s - loss: 0.5967 - accuracy: 0.7438
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32/40 [=======================>......] - ETA: 0s - loss: 0.5956 - accuracy: 0.7451
38/40 [===========================>..] - ETA: 0s - loss: 0.6008 - accuracy: 0.7393
40/40 [==============================] - 0s 9ms/step - loss: 0.6034 - accuracy: 0.7359
40/40 [==============================] - 1s 14ms/step - loss: 0.6034 - accuracy: 0.7359 - val_loss: 0.5662 - val_accuracy: 0.7594
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.5414 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5929 - accuracy: 0.7321
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20/40 [==============>...............] - ETA: 0s - loss: 0.5757 - accuracy: 0.7609
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32/40 [=======================>......] - ETA: 0s - loss: 0.5757 - accuracy: 0.7539
38/40 [===========================>..] - ETA: 0s - loss: 0.5775 - accuracy: 0.7459
40/40 [==============================] - 0s 9ms/step - loss: 0.5748 - accuracy: 0.7461
40/40 [==============================] - 1s 14ms/step - loss: 0.5748 - accuracy: 0.7461 - val_loss: 0.5367 - val_accuracy: 0.7812
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.6615 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.5121 - accuracy: 0.7768
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21/40 [==============>...............] - ETA: 0s - loss: 0.5272 - accuracy: 0.7798
27/40 [===================>..........] - ETA: 0s - loss: 0.5534 - accuracy: 0.7627
33/40 [=======================>......] - ETA: 0s - loss: 0.5437 - accuracy: 0.7680
39/40 [============================>.] - ETA: 0s - loss: 0.5519 - accuracy: 0.7628
40/40 [==============================] - 0s 8ms/step - loss: 0.5534 - accuracy: 0.7617
40/40 [==============================] - 1s 14ms/step - loss: 0.5534 - accuracy: 0.7617 - val_loss: 0.4959 - val_accuracy: 0.8188
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.3750 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.5182 - accuracy: 0.7768
14/40 [=========>....................] - ETA: 0s - loss: 0.4887 - accuracy: 0.7902
21/40 [==============>...............] - ETA: 0s - loss: 0.5059 - accuracy: 0.7827
28/40 [====================>.........] - ETA: 0s - loss: 0.5112 - accuracy: 0.7801
35/40 [=========================>....] - ETA: 0s - loss: 0.5043 - accuracy: 0.7821
40/40 [==============================] - 0s 8ms/step - loss: 0.5070 - accuracy: 0.7812
40/40 [==============================] - 1s 13ms/step - loss: 0.5070 - accuracy: 0.7812 - val_loss: 0.4653 - val_accuracy: 0.8219
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.4935 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.5246 - accuracy: 0.7813
13/40 [========>.....................] - ETA: 0s - loss: 0.5203 - accuracy: 0.7788
20/40 [==============>...............] - ETA: 0s - loss: 0.5219 - accuracy: 0.7719
27/40 [===================>..........] - ETA: 0s - loss: 0.5161 - accuracy: 0.7778
34/40 [========================>.....] - ETA: 0s - loss: 0.4981 - accuracy: 0.7868
40/40 [==============================] - 0s 8ms/step - loss: 0.4906 - accuracy: 0.7906
40/40 [==============================] - 1s 13ms/step - loss: 0.4906 - accuracy: 0.7906 - val_loss: 0.4435 - val_accuracy: 0.8438
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.3546 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4943 - accuracy: 0.8036
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21/40 [==============>...............] - ETA: 0s - loss: 0.4798 - accuracy: 0.8110
28/40 [====================>.........] - ETA: 0s - loss: 0.4772 - accuracy: 0.8080
34/40 [========================>.....] - ETA: 0s - loss: 0.4641 - accuracy: 0.8125
40/40 [==============================] - 0s 8ms/step - loss: 0.4610 - accuracy: 0.8172
40/40 [==============================] - 1s 14ms/step - loss: 0.4610 - accuracy: 0.8172 - val_loss: 0.4218 - val_accuracy: 0.8531
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.3319 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4139 - accuracy: 0.8259
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25/40 [=================>............] - ETA: 0s - loss: 0.4610 - accuracy: 0.8137
31/40 [======================>.......] - ETA: 0s - loss: 0.4477 - accuracy: 0.8236
37/40 [==========================>...] - ETA: 0s - loss: 0.4416 - accuracy: 0.8277
40/40 [==============================] - 0s 9ms/step - loss: 0.4377 - accuracy: 0.8313
40/40 [==============================] - 1s 14ms/step - loss: 0.4377 - accuracy: 0.8313 - val_loss: 0.4591 - val_accuracy: 0.8250
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.4818 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.4284 - accuracy: 0.8080
13/40 [========>.....................] - ETA: 0s - loss: 0.4215 - accuracy: 0.8221
20/40 [==============>...............] - ETA: 0s - loss: 0.4316 - accuracy: 0.8281
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32/40 [=======================>......] - ETA: 0s - loss: 0.4341 - accuracy: 0.8281
38/40 [===========================>..] - ETA: 0s - loss: 0.4333 - accuracy: 0.8248
40/40 [==============================] - 0s 9ms/step - loss: 0.4299 - accuracy: 0.8250
40/40 [==============================] - 1s 14ms/step - loss: 0.4299 - accuracy: 0.8250 - val_loss: 0.3889 - val_accuracy: 0.8938
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.5094 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4396 - accuracy: 0.8214
13/40 [========>.....................] - ETA: 0s - loss: 0.4585 - accuracy: 0.8197
20/40 [==============>...............] - ETA: 0s - loss: 0.4502 - accuracy: 0.8266
26/40 [==================>...........] - ETA: 0s - loss: 0.4198 - accuracy: 0.8462
33/40 [=======================>......] - ETA: 0s - loss: 0.4062 - accuracy: 0.8485
40/40 [==============================] - 0s 8ms/step - loss: 0.4039 - accuracy: 0.8453
40/40 [==============================] - 1s 13ms/step - loss: 0.4039 - accuracy: 0.8453 - val_loss: 0.3737 - val_accuracy: 0.8656
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.3722 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3881 - accuracy: 0.8839
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20/40 [==============>...............] - ETA: 0s - loss: 0.3681 - accuracy: 0.8781
27/40 [===================>..........] - ETA: 0s - loss: 0.3856 - accuracy: 0.8565
34/40 [========================>.....] - ETA: 0s - loss: 0.3880 - accuracy: 0.8529
40/40 [==============================] - 0s 8ms/step - loss: 0.3796 - accuracy: 0.8547
40/40 [==============================] - 1s 13ms/step - loss: 0.3796 - accuracy: 0.8547 - val_loss: 0.3607 - val_accuracy: 0.8625
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.4123 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3989 - accuracy: 0.8259
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20/40 [==============>...............] - ETA: 0s - loss: 0.4003 - accuracy: 0.8406
27/40 [===================>..........] - ETA: 0s - loss: 0.3854 - accuracy: 0.8461
33/40 [=======================>......] - ETA: 0s - loss: 0.3824 - accuracy: 0.8494
40/40 [==============================] - 0s 8ms/step - loss: 0.3812 - accuracy: 0.8477
40/40 [==============================] - 1s 13ms/step - loss: 0.3812 - accuracy: 0.8477 - val_loss: 0.3409 - val_accuracy: 0.8781
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.4106 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3740 - accuracy: 0.8482
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25/40 [=================>............] - ETA: 0s - loss: 0.3526 - accuracy: 0.8737
31/40 [======================>.......] - ETA: 0s - loss: 0.3454 - accuracy: 0.8740
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40/40 [==============================] - 0s 9ms/step - loss: 0.3549 - accuracy: 0.8641
40/40 [==============================] - 1s 14ms/step - loss: 0.3549 - accuracy: 0.8641 - val_loss: 0.3343 - val_accuracy: 0.8781
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.2770 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2940 - accuracy: 0.9018
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19/40 [=============>................] - ETA: 0s - loss: 0.3007 - accuracy: 0.8964
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32/40 [=======================>......] - ETA: 0s - loss: 0.3410 - accuracy: 0.8760
38/40 [===========================>..] - ETA: 0s - loss: 0.3453 - accuracy: 0.8734
40/40 [==============================] - 0s 9ms/step - loss: 0.3447 - accuracy: 0.8734
40/40 [==============================] - 1s 14ms/step - loss: 0.3447 - accuracy: 0.8734 - val_loss: 0.3258 - val_accuracy: 0.8813
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.3361 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3210 - accuracy: 0.8884
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31/40 [======================>.......] - ETA: 0s - loss: 0.3426 - accuracy: 0.8679
37/40 [==========================>...] - ETA: 0s - loss: 0.3364 - accuracy: 0.8733
40/40 [==============================] - 0s 8ms/step - loss: 0.3345 - accuracy: 0.8742
40/40 [==============================] - 1s 13ms/step - loss: 0.3345 - accuracy: 0.8742 - val_loss: 0.3093 - val_accuracy: 0.9000
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.2112 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2807 - accuracy: 0.9018
14/40 [=========>....................] - ETA: 0s - loss: 0.2899 - accuracy: 0.8951
21/40 [==============>...............] - ETA: 0s - loss: 0.2987 - accuracy: 0.8943
28/40 [====================>.........] - ETA: 0s - loss: 0.2979 - accuracy: 0.8962
35/40 [=========================>....] - ETA: 0s - loss: 0.3122 - accuracy: 0.8938
40/40 [==============================] - 0s 8ms/step - loss: 0.3176 - accuracy: 0.8891
40/40 [==============================] - 1s 13ms/step - loss: 0.3176 - accuracy: 0.8891 - val_loss: 0.3068 - val_accuracy: 0.9125
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.2713 - accuracy: 0.9375
8/40 [=====>........................] - ETA: 0s - loss: 0.2703 - accuracy: 0.9180
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21/40 [==============>...............] - ETA: 0s - loss: 0.2980 - accuracy: 0.9048
28/40 [====================>.........] - ETA: 0s - loss: 0.3102 - accuracy: 0.8951
35/40 [=========================>....] - ETA: 0s - loss: 0.3090 - accuracy: 0.8902
40/40 [==============================] - 0s 8ms/step - loss: 0.3056 - accuracy: 0.8930
40/40 [==============================] - 1s 13ms/step - loss: 0.3056 - accuracy: 0.8930 - val_loss: 0.2893 - val_accuracy: 0.9062
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.2642 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3147 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.3000 - accuracy: 0.8966
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32/40 [=======================>......] - ETA: 0s - loss: 0.2902 - accuracy: 0.9111
38/40 [===========================>..] - ETA: 0s - loss: 0.2964 - accuracy: 0.9062
40/40 [==============================] - 0s 9ms/step - loss: 0.2995 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.2995 - accuracy: 0.9031 - val_loss: 0.2797 - val_accuracy: 0.9250
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.2091 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2738 - accuracy: 0.8906
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32/40 [=======================>......] - ETA: 0s - loss: 0.2829 - accuracy: 0.8945
39/40 [============================>.] - ETA: 0s - loss: 0.2862 - accuracy: 0.8950
40/40 [==============================] - 0s 9ms/step - loss: 0.2876 - accuracy: 0.8953
40/40 [==============================] - 1s 14ms/step - loss: 0.2876 - accuracy: 0.8953 - val_loss: 0.2724 - val_accuracy: 0.9219
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.2034 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2475 - accuracy: 0.9323
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25/40 [=================>............] - ETA: 0s - loss: 0.2835 - accuracy: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.2761 - accuracy: 0.9163
38/40 [===========================>..] - ETA: 0s - loss: 0.2735 - accuracy: 0.9145
40/40 [==============================] - 0s 9ms/step - loss: 0.2786 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2786 - accuracy: 0.9125 - val_loss: 0.2793 - val_accuracy: 0.9156
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.3102 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2649 - accuracy: 0.9286
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26/40 [==================>...........] - ETA: 0s - loss: 0.2877 - accuracy: 0.9026
33/40 [=======================>......] - ETA: 0s - loss: 0.2764 - accuracy: 0.9072
40/40 [==============================] - 0s 8ms/step - loss: 0.2736 - accuracy: 0.9094
40/40 [==============================] - 1s 13ms/step - loss: 0.2736 - accuracy: 0.9094 - val_loss: 0.2579 - val_accuracy: 0.9313
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.2250 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2856 - accuracy: 0.9196
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21/40 [==============>...............] - ETA: 0s - loss: 0.2725 - accuracy: 0.9167
28/40 [====================>.........] - ETA: 0s - loss: 0.2756 - accuracy: 0.9107
35/40 [=========================>....] - ETA: 0s - loss: 0.2738 - accuracy: 0.9143
40/40 [==============================] - 0s 8ms/step - loss: 0.2697 - accuracy: 0.9148
40/40 [==============================] - 1s 13ms/step - loss: 0.2697 - accuracy: 0.9148 - val_loss: 0.2616 - val_accuracy: 0.9281
Epoch 52/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2733 - accuracy: 0.9196
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21/40 [==============>...............] - ETA: 0s - loss: 0.2542 - accuracy: 0.9286
28/40 [====================>.........] - ETA: 0s - loss: 0.2551 - accuracy: 0.9252
35/40 [=========================>....] - ETA: 0s - loss: 0.2625 - accuracy: 0.9187
40/40 [==============================] - 0s 8ms/step - loss: 0.2644 - accuracy: 0.9187
40/40 [==============================] - 1s 13ms/step - loss: 0.2644 - accuracy: 0.9187 - val_loss: 0.2577 - val_accuracy: 0.9125
Epoch 53/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3102 - accuracy: 0.8750
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33/40 [=======================>......] - ETA: 0s - loss: 0.2624 - accuracy: 0.9167
39/40 [============================>.] - ETA: 0s - loss: 0.2500 - accuracy: 0.9239
40/40 [==============================] - 0s 8ms/step - loss: 0.2484 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.2484 - accuracy: 0.9250 - val_loss: 0.2433 - val_accuracy: 0.9344
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.1607 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2144 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.2460 - accuracy: 0.9242
40/40 [==============================] - 1s 14ms/step - loss: 0.2460 - accuracy: 0.9242 - val_loss: 0.2390 - val_accuracy: 0.9375
Epoch 55/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2537 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.2406 - accuracy: 0.9242
40/40 [==============================] - 1s 14ms/step - loss: 0.2406 - accuracy: 0.9242 - val_loss: 0.2393 - val_accuracy: 0.9375
Epoch 56/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2369 - accuracy: 0.9242
40/40 [==============================] - 1s 13ms/step - loss: 0.2369 - accuracy: 0.9242 - val_loss: 0.2342 - val_accuracy: 0.9344
Epoch 57/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2318 - accuracy: 0.9258
40/40 [==============================] - 1s 13ms/step - loss: 0.2318 - accuracy: 0.9258 - val_loss: 0.2300 - val_accuracy: 0.9344
Epoch 58/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2258 - accuracy: 0.9344
40/40 [==============================] - 1s 13ms/step - loss: 0.2258 - accuracy: 0.9344 - val_loss: 0.2192 - val_accuracy: 0.9406
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2169 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.2169 - accuracy: 0.9398 - val_loss: 0.2123 - val_accuracy: 0.9406
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2153 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.2153 - accuracy: 0.9367 - val_loss: 0.2144 - val_accuracy: 0.9438
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2140 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.2140 - accuracy: 0.9383 - val_loss: 0.2046 - val_accuracy: 0.9438
Epoch 62/100
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34/40 [========================>.....] - ETA: 0s - loss: 0.2003 - accuracy: 0.9476
40/40 [==============================] - 0s 8ms/step - loss: 0.2062 - accuracy: 0.9430
40/40 [==============================] - 1s 13ms/step - loss: 0.2062 - accuracy: 0.9430 - val_loss: 0.2039 - val_accuracy: 0.9344
Epoch 63/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1928 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.2171 - accuracy: 0.9315
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40/40 [==============================] - 0s 9ms/step - loss: 0.2135 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.2135 - accuracy: 0.9359 - val_loss: 0.2112 - val_accuracy: 0.9375
Epoch 64/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2056 - accuracy: 0.9336
40/40 [==============================] - 1s 13ms/step - loss: 0.2056 - accuracy: 0.9336 - val_loss: 0.1962 - val_accuracy: 0.9406
Epoch 65/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2040 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1928 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1928 - accuracy: 0.9469 - val_loss: 0.1923 - val_accuracy: 0.9469
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.1032 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1848 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1916 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1916 - accuracy: 0.9445 - val_loss: 0.2141 - val_accuracy: 0.9281
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2185 - accuracy: 0.9196
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40/40 [==============================] - 0s 9ms/step - loss: 0.1903 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1903 - accuracy: 0.9469 - val_loss: 0.1996 - val_accuracy: 0.9438
Epoch 68/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1902 - accuracy: 0.9453
40/40 [==============================] - 1s 13ms/step - loss: 0.1902 - accuracy: 0.9453 - val_loss: 0.1860 - val_accuracy: 0.9406
Epoch 69/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1922 - accuracy: 0.9375
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20/40 [==============>...............] - ETA: 0s - loss: 0.1961 - accuracy: 0.9422
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40/40 [==============================] - 0s 8ms/step - loss: 0.1839 - accuracy: 0.9453
40/40 [==============================] - 1s 13ms/step - loss: 0.1839 - accuracy: 0.9453 - val_loss: 0.1904 - val_accuracy: 0.9469
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1666 - accuracy: 0.9598
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34/40 [========================>.....] - ETA: 0s - loss: 0.1799 - accuracy: 0.9504
40/40 [==============================] - 0s 8ms/step - loss: 0.1792 - accuracy: 0.9492
40/40 [==============================] - 1s 13ms/step - loss: 0.1792 - accuracy: 0.9492 - val_loss: 0.1825 - val_accuracy: 0.9469
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1964 - accuracy: 0.9330
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27/40 [===================>..........] - ETA: 0s - loss: 0.1964 - accuracy: 0.9363
34/40 [========================>.....] - ETA: 0s - loss: 0.1894 - accuracy: 0.9393
40/40 [==============================] - 0s 9ms/step - loss: 0.1857 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1857 - accuracy: 0.9414 - val_loss: 0.1761 - val_accuracy: 0.9438
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1704 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1704 - accuracy: 0.9508 - val_loss: 0.1809 - val_accuracy: 0.9500
Epoch 73/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1533 - accuracy: 0.9509
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40/40 [==============================] - 0s 8ms/step - loss: 0.1740 - accuracy: 0.9492
40/40 [==============================] - 1s 13ms/step - loss: 0.1740 - accuracy: 0.9492 - val_loss: 0.1768 - val_accuracy: 0.9469
Epoch 74/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1663 - accuracy: 0.9516
40/40 [==============================] - 1s 13ms/step - loss: 0.1663 - accuracy: 0.9516 - val_loss: 0.1692 - val_accuracy: 0.9438
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1637 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1637 - accuracy: 0.9531 - val_loss: 0.1846 - val_accuracy: 0.9469
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1668 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1668 - accuracy: 0.9547 - val_loss: 0.1721 - val_accuracy: 0.9375
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1692 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1692 - accuracy: 0.9484 - val_loss: 0.1666 - val_accuracy: 0.9563
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1624 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1577 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1577 - accuracy: 0.9563 - val_loss: 0.1622 - val_accuracy: 0.9469
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1513 - accuracy: 0.9598
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40/40 [==============================] - 0s 8ms/step - loss: 0.1518 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1518 - accuracy: 0.9563 - val_loss: 0.1719 - val_accuracy: 0.9344
Epoch 80/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1521 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1521 - accuracy: 0.9539 - val_loss: 0.1748 - val_accuracy: 0.9375
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1270 - accuracy: 0.9554
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40/40 [==============================] - 0s 8ms/step - loss: 0.1510 - accuracy: 0.9547
40/40 [==============================] - 1s 13ms/step - loss: 0.1510 - accuracy: 0.9547 - val_loss: 0.1737 - val_accuracy: 0.9406
Epoch 82/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1515 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1515 - accuracy: 0.9547 - val_loss: 0.1571 - val_accuracy: 0.9469
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1467 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1467 - accuracy: 0.9578 - val_loss: 0.1557 - val_accuracy: 0.9469
Epoch 84/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1542 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1441 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1441 - accuracy: 0.9555 - val_loss: 0.1539 - val_accuracy: 0.9500
Epoch 85/100
1/40 [..............................] - ETA: 0s - loss: 0.1963 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1633 - accuracy: 0.9554
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40/40 [==============================] - 0s 8ms/step - loss: 0.1521 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1521 - accuracy: 0.9563 - val_loss: 0.1547 - val_accuracy: 0.9594
Epoch 86/100
1/40 [..............................] - ETA: 0s - loss: 0.1901 - accuracy: 0.8750
8/40 [=====>........................] - ETA: 0s - loss: 0.1659 - accuracy: 0.9414
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20/40 [==============>...............] - ETA: 0s - loss: 0.1600 - accuracy: 0.9516
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34/40 [========================>.....] - ETA: 0s - loss: 0.1521 - accuracy: 0.9513
40/40 [==============================] - 0s 8ms/step - loss: 0.1487 - accuracy: 0.9531
40/40 [==============================] - 1s 13ms/step - loss: 0.1487 - accuracy: 0.9531 - val_loss: 0.1568 - val_accuracy: 0.9531
Epoch 87/100
1/40 [..............................] - ETA: 0s - loss: 0.0953 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1534 - accuracy: 0.9464
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35/40 [=========================>....] - ETA: 0s - loss: 0.1421 - accuracy: 0.9554
40/40 [==============================] - 0s 8ms/step - loss: 0.1455 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1455 - accuracy: 0.9539 - val_loss: 0.1548 - val_accuracy: 0.9531
Epoch 88/100
1/40 [..............................] - ETA: 0s - loss: 0.1635 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1461 - accuracy: 0.9554
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38/40 [===========================>..] - ETA: 0s - loss: 0.1520 - accuracy: 0.9556
40/40 [==============================] - 0s 9ms/step - loss: 0.1504 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1504 - accuracy: 0.9555 - val_loss: 0.1658 - val_accuracy: 0.9438
Epoch 89/100
1/40 [..............................] - ETA: 0s - loss: 0.1671 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1607 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1655 - accuracy: 0.9456
37/40 [==========================>...] - ETA: 0s - loss: 0.1589 - accuracy: 0.9493
40/40 [==============================] - 0s 9ms/step - loss: 0.1571 - accuracy: 0.9500
40/40 [==============================] - 1s 20ms/step - loss: 0.1571 - accuracy: 0.9500 - val_loss: 0.1605 - val_accuracy: 0.9406
Epoch 90/100
1/40 [..............................] - ETA: 0s - loss: 0.1252 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1363 - accuracy: 0.9495
20/40 [==============>...............] - ETA: 0s - loss: 0.1488 - accuracy: 0.9531
27/40 [===================>..........] - ETA: 0s - loss: 0.1428 - accuracy: 0.9572
34/40 [========================>.....] - ETA: 0s - loss: 0.1450 - accuracy: 0.9540
40/40 [==============================] - 0s 8ms/step - loss: 0.1512 - accuracy: 0.9523
40/40 [==============================] - 1s 13ms/step - loss: 0.1512 - accuracy: 0.9523 - val_loss: 0.1494 - val_accuracy: 0.9469
Epoch 91/100
1/40 [..............................] - ETA: 0s - loss: 0.1467 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1722 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.1572 - accuracy: 0.9399
20/40 [==============>...............] - ETA: 0s - loss: 0.1522 - accuracy: 0.9422
27/40 [===================>..........] - ETA: 0s - loss: 0.1376 - accuracy: 0.9514
34/40 [========================>.....] - ETA: 0s - loss: 0.1417 - accuracy: 0.9522
40/40 [==============================] - 0s 8ms/step - loss: 0.1357 - accuracy: 0.9531
40/40 [==============================] - 1s 13ms/step - loss: 0.1357 - accuracy: 0.9531 - val_loss: 0.1570 - val_accuracy: 0.9375
Epoch 92/100
1/40 [..............................] - ETA: 0s - loss: 0.0710 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1097 - accuracy: 0.9740
12/40 [========>.....................] - ETA: 0s - loss: 0.1155 - accuracy: 0.9609
19/40 [=============>................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9556
26/40 [==================>...........] - ETA: 0s - loss: 0.1409 - accuracy: 0.9555
33/40 [=======================>......] - ETA: 0s - loss: 0.1388 - accuracy: 0.9545
40/40 [==============================] - 0s 8ms/step - loss: 0.1390 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1390 - accuracy: 0.9563 - val_loss: 0.1562 - val_accuracy: 0.9469
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.0926 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1122 - accuracy: 0.9732
13/40 [========>.....................] - ETA: 0s - loss: 0.1240 - accuracy: 0.9615
19/40 [=============>................] - ETA: 0s - loss: 0.1206 - accuracy: 0.9605
26/40 [==================>...........] - ETA: 0s - loss: 0.1280 - accuracy: 0.9603
32/40 [=======================>......] - ETA: 0s - loss: 0.1281 - accuracy: 0.9609
38/40 [===========================>..] - ETA: 0s - loss: 0.1310 - accuracy: 0.9581
40/40 [==============================] - 0s 9ms/step - loss: 0.1349 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1349 - accuracy: 0.9570 - val_loss: 0.1556 - val_accuracy: 0.9469
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1583 - accuracy: 0.9323
12/40 [========>.....................] - ETA: 0s - loss: 0.1480 - accuracy: 0.9375
18/40 [============>.................] - ETA: 0s - loss: 0.1407 - accuracy: 0.9479
24/40 [=================>............] - ETA: 0s - loss: 0.1342 - accuracy: 0.9518
30/40 [=====================>........] - ETA: 0s - loss: 0.1360 - accuracy: 0.9552
36/40 [==========================>...] - ETA: 0s - loss: 0.1315 - accuracy: 0.9566
40/40 [==============================] - 0s 9ms/step - loss: 0.1310 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1310 - accuracy: 0.9570 - val_loss: 0.1453 - val_accuracy: 0.9469
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.2112 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1402 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9615
19/40 [=============>................] - ETA: 0s - loss: 0.1322 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1331 - accuracy: 0.9625
31/40 [======================>.......] - ETA: 0s - loss: 0.1393 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.1372 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1365 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1365 - accuracy: 0.9602 - val_loss: 0.1536 - val_accuracy: 0.9375
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.2804 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1450 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1508 - accuracy: 0.9519
20/40 [==============>...............] - ETA: 0s - loss: 0.1388 - accuracy: 0.9578
26/40 [==================>...........] - ETA: 0s - loss: 0.1335 - accuracy: 0.9579
33/40 [=======================>......] - ETA: 0s - loss: 0.1391 - accuracy: 0.9536
40/40 [==============================] - 0s 8ms/step - loss: 0.1307 - accuracy: 0.9578
40/40 [==============================] - 1s 13ms/step - loss: 0.1307 - accuracy: 0.9578 - val_loss: 0.1412 - val_accuracy: 0.9563
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.1684 - accuracy: 0.9375
8/40 [=====>........................] - ETA: 0s - loss: 0.1378 - accuracy: 0.9531
14/40 [=========>....................] - ETA: 0s - loss: 0.1374 - accuracy: 0.9531
21/40 [==============>...............] - ETA: 0s - loss: 0.1321 - accuracy: 0.9568
28/40 [====================>.........] - ETA: 0s - loss: 0.1254 - accuracy: 0.9621
35/40 [=========================>....] - ETA: 0s - loss: 0.1298 - accuracy: 0.9589
40/40 [==============================] - 0s 8ms/step - loss: 0.1291 - accuracy: 0.9586
40/40 [==============================] - 1s 13ms/step - loss: 0.1291 - accuracy: 0.9586 - val_loss: 0.1400 - val_accuracy: 0.9563
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.1023 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1404 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1384 - accuracy: 0.9495
20/40 [==============>...............] - ETA: 0s - loss: 0.1297 - accuracy: 0.9547
27/40 [===================>..........] - ETA: 0s - loss: 0.1313 - accuracy: 0.9549
34/40 [========================>.....] - ETA: 0s - loss: 0.1332 - accuracy: 0.9540
40/40 [==============================] - 0s 8ms/step - loss: 0.1289 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1289 - accuracy: 0.9563 - val_loss: 0.1476 - val_accuracy: 0.9594
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.3453 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1592 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1407 - accuracy: 0.9567
19/40 [=============>................] - ETA: 0s - loss: 0.1395 - accuracy: 0.9572
25/40 [=================>............] - ETA: 0s - loss: 0.1309 - accuracy: 0.9600
31/40 [======================>.......] - ETA: 0s - loss: 0.1321 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1277 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1307 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1307 - accuracy: 0.9602 - val_loss: 0.1515 - val_accuracy: 0.9406
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1290 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0971 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1150 - accuracy: 0.9712
19/40 [=============>................] - ETA: 0s - loss: 0.1287 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1334 - accuracy: 0.9587
31/40 [======================>.......] - ETA: 0s - loss: 0.1262 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1281 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1235 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1235 - accuracy: 0.9625 - val_loss: 0.1469 - val_accuracy: 0.9406c(loss,accuracy) %<-% (model %>% evaluate(as.matrix(x.test.df), y.test.df.ohe))2022-11-21 19:57:47.601335: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/13 [=>............................] - ETA: 1s - loss: 0.0904 - accuracy: 0.9688
6/13 [============>.................] - ETA: 0s - loss: 0.1479 - accuracy: 0.9375
12/13 [==========================>...] - ETA: 0s - loss: 0.1249 - accuracy: 0.9557
13/13 [==============================] - 0s 11ms/step - loss: 0.1214 - accuracy: 0.9575
13/13 [==============================] - 0s 11ms/step - loss: 0.1214 - accuracy: 0.9575pred.prob <- predict(model, as.matrix(x.test.df))2022-11-21 19:57:47.843371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/13 [=>............................] - ETA: 0s
13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/steppred.class <- apply(pred.prob, 1, function(x) which.max(x)-1)
confusion.matrix <- confusionMatrix(as.factor(pred.class), as.factor(y.test.df))
confusion.matrixConfusion Matrix and Statistics
Reference
Prediction 1 2 3 4
1 96 0 3 0
2 0 103 9 0
3 1 2 90 1
4 1 0 0 94
Overall Statistics
Accuracy : 0.9575
95% CI : (0.9328, 0.9751)
No Information Rate : 0.2625
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.9433
Mcnemar's Test P-Value : NA
Statistics by Class:
Class: 1 Class: 2 Class: 3 Class: 4
Sensitivity 0.9796 0.9810 0.8824 0.9895
Specificity 0.9901 0.9695 0.9866 0.9967
Pos Pred Value 0.9697 0.9196 0.9574 0.9895
Neg Pred Value 0.9934 0.9931 0.9608 0.9967
Prevalence 0.2450 0.2625 0.2550 0.2375
Detection Rate 0.2400 0.2575 0.2250 0.2350
Detection Prevalence 0.2475 0.2800 0.2350 0.2375
Balanced Accuracy 0.9848 0.9752 0.9345 0.9931model1 <- keras_model_sequential() %>%
layer_dense(units =9, activation="relu", input_shape=c(7)) %>%
layer_dense(units =9, activation="relu") %>%
layer_dense(units = 5, activation="softmax")
model1Model: "sequential_86"
____________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
====================================================================================================================
dense_221 (Dense) (None, 9) 72
dense_220 (Dense) (None, 9) 90
dense_219 (Dense) (None, 5) 50
====================================================================================================================
Total params: 212
Trainable params: 212
Non-trainable params: 0
____________________________________________________________________________________________________________________model1 %>% compile(loss = "categorical_crossentropy",
optimizer="adam",
metrics=c("accuracy"))
model1 %>% fit(
data.matrix(x.train.df),
y.train.df.ohe,
epochs =100,
batch_size=32,
validation_split=0.20)Epoch 1/1002022-11-21 19:57:48.165550: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 40.2362 - accuracy: 0.2500
4/40 [==>...........................] - ETA: 0s - loss: 43.9474 - accuracy: 0.2578
10/40 [======>.......................] - ETA: 0s - loss: 43.5433 - accuracy: 0.2625
16/40 [===========>..................] - ETA: 0s - loss: 42.1600 - accuracy: 0.2539
22/40 [===============>..............] - ETA: 0s - loss: 39.4387 - accuracy: 0.2614
29/40 [====================>.........] - ETA: 0s - loss: 37.2338 - accuracy: 0.2392
36/40 [==========================>...] - ETA: 0s - loss: 35.6062 - accuracy: 0.2161
40/40 [==============================] - 1s 9ms/step - loss: 34.5648 - accuracy: 0.21802022-11-21 19:57:48.707897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 27ms/step - loss: 34.5648 - accuracy: 0.2180 - val_loss: 25.2879 - val_accuracy: 0.1844
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 18.9707 - accuracy: 0.1562
6/40 [===>..........................] - ETA: 0s - loss: 20.5768 - accuracy: 0.2135
13/40 [========>.....................] - ETA: 0s - loss: 21.3957 - accuracy: 0.2356
20/40 [==============>...............] - ETA: 0s - loss: 20.8587 - accuracy: 0.2359
26/40 [==================>...........] - ETA: 0s - loss: 20.0450 - accuracy: 0.2452
32/40 [=======================>......] - ETA: 0s - loss: 19.2811 - accuracy: 0.2490
38/40 [===========================>..] - ETA: 0s - loss: 18.7892 - accuracy: 0.2467
40/40 [==============================] - 0s 9ms/step - loss: 18.4443 - accuracy: 0.2492
40/40 [==============================] - 1s 14ms/step - loss: 18.4443 - accuracy: 0.2492 - val_loss: 13.1958 - val_accuracy: 0.2438
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 11.6694 - accuracy: 0.1562
7/40 [====>.........................] - ETA: 0s - loss: 10.8656 - accuracy: 0.2857
13/40 [========>.....................] - ETA: 0s - loss: 10.7982 - accuracy: 0.3269
19/40 [=============>................] - ETA: 0s - loss: 10.4948 - accuracy: 0.3668
25/40 [=================>............] - ETA: 0s - loss: 10.0207 - accuracy: 0.4025
31/40 [======================>.......] - ETA: 0s - loss: 9.6877 - accuracy: 0.4194
37/40 [==========================>...] - ETA: 0s - loss: 9.1680 - accuracy: 0.4299
40/40 [==============================] - 0s 9ms/step - loss: 9.0934 - accuracy: 0.4305
40/40 [==============================] - 1s 14ms/step - loss: 9.0934 - accuracy: 0.4305 - val_loss: 6.5368 - val_accuracy: 0.4875
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 7.3569 - accuracy: 0.5000
5/40 [==>...........................] - ETA: 0s - loss: 6.1444 - accuracy: 0.5250
10/40 [======>.......................] - ETA: 0s - loss: 5.7741 - accuracy: 0.5063
16/40 [===========>..................] - ETA: 0s - loss: 5.2440 - accuracy: 0.5352
22/40 [===============>..............] - ETA: 0s - loss: 4.9396 - accuracy: 0.5241
28/40 [====================>.........] - ETA: 0s - loss: 4.4774 - accuracy: 0.5268
34/40 [========================>.....] - ETA: 0s - loss: 4.2147 - accuracy: 0.4835
40/40 [==============================] - 0s 10ms/step - loss: 4.0191 - accuracy: 0.4531
40/40 [==============================] - 1s 15ms/step - loss: 4.0191 - accuracy: 0.4531 - val_loss: 2.9369 - val_accuracy: 0.3719
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 2.6903 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 2.8072 - accuracy: 0.4375
13/40 [========>.....................] - ETA: 0s - loss: 2.5676 - accuracy: 0.4663
19/40 [=============>................] - ETA: 0s - loss: 2.5731 - accuracy: 0.4737
25/40 [=================>............] - ETA: 0s - loss: 2.5402 - accuracy: 0.4688
31/40 [======================>.......] - ETA: 0s - loss: 2.4915 - accuracy: 0.4607
37/40 [==========================>...] - ETA: 0s - loss: 2.4356 - accuracy: 0.4586
40/40 [==============================] - 0s 9ms/step - loss: 2.4321 - accuracy: 0.4555
40/40 [==============================] - 1s 14ms/step - loss: 2.4321 - accuracy: 0.4555 - val_loss: 2.2986 - val_accuracy: 0.4313
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 2.0676 - accuracy: 0.4688
6/40 [===>..........................] - ETA: 0s - loss: 2.1467 - accuracy: 0.4688
13/40 [========>.....................] - ETA: 0s - loss: 2.0414 - accuracy: 0.4447
20/40 [==============>...............] - ETA: 0s - loss: 2.0148 - accuracy: 0.4188
27/40 [===================>..........] - ETA: 0s - loss: 1.9926 - accuracy: 0.4213
34/40 [========================>.....] - ETA: 0s - loss: 1.9317 - accuracy: 0.4283
40/40 [==============================] - 0s 8ms/step - loss: 1.8936 - accuracy: 0.4437
40/40 [==============================] - 1s 13ms/step - loss: 1.8936 - accuracy: 0.4437 - val_loss: 1.7631 - val_accuracy: 0.5031
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.6349 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.5286 - accuracy: 0.5268
14/40 [=========>....................] - ETA: 0s - loss: 1.5282 - accuracy: 0.5134
21/40 [==============>...............] - ETA: 0s - loss: 1.5504 - accuracy: 0.5000
28/40 [====================>.........] - ETA: 0s - loss: 1.4865 - accuracy: 0.5045
35/40 [=========================>....] - ETA: 0s - loss: 1.4567 - accuracy: 0.4982
40/40 [==============================] - 0s 8ms/step - loss: 1.4528 - accuracy: 0.4961
40/40 [==============================] - 1s 13ms/step - loss: 1.4528 - accuracy: 0.4961 - val_loss: 1.3425 - val_accuracy: 0.4875
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.1812 - accuracy: 0.4062
6/40 [===>..........................] - ETA: 0s - loss: 1.1617 - accuracy: 0.5104
12/40 [========>.....................] - ETA: 0s - loss: 1.1535 - accuracy: 0.5365
18/40 [============>.................] - ETA: 0s - loss: 1.1556 - accuracy: 0.5417
24/40 [=================>............] - ETA: 0s - loss: 1.1413 - accuracy: 0.5430
30/40 [=====================>........] - ETA: 0s - loss: 1.1345 - accuracy: 0.5438
36/40 [==========================>...] - ETA: 0s - loss: 1.1324 - accuracy: 0.5460
40/40 [==============================] - 0s 9ms/step - loss: 1.1291 - accuracy: 0.5445
40/40 [==============================] - 1s 14ms/step - loss: 1.1291 - accuracy: 0.5445 - val_loss: 1.0307 - val_accuracy: 0.5875
Epoch 9/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8936 - accuracy: 0.6359
40/40 [==============================] - 1s 14ms/step - loss: 0.8936 - accuracy: 0.6359 - val_loss: 0.8321 - val_accuracy: 0.6906
Epoch 10/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8175 - accuracy: 0.7009
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40/40 [==============================] - 0s 9ms/step - loss: 0.7449 - accuracy: 0.7055
40/40 [==============================] - 1s 14ms/step - loss: 0.7449 - accuracy: 0.7055 - val_loss: 0.6984 - val_accuracy: 0.7625
Epoch 11/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6917 - accuracy: 0.7545
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40/40 [==============================] - 0s 9ms/step - loss: 0.6580 - accuracy: 0.7602
40/40 [==============================] - 1s 14ms/step - loss: 0.6580 - accuracy: 0.7602 - val_loss: 0.6329 - val_accuracy: 0.8031
Epoch 12/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6094 - accuracy: 0.7768
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21/40 [==============>...............] - ETA: 0s - loss: 0.6140 - accuracy: 0.7679
28/40 [====================>.........] - ETA: 0s - loss: 0.6080 - accuracy: 0.7824
35/40 [=========================>....] - ETA: 0s - loss: 0.5953 - accuracy: 0.7964
40/40 [==============================] - 0s 8ms/step - loss: 0.5944 - accuracy: 0.7945
40/40 [==============================] - 1s 13ms/step - loss: 0.5944 - accuracy: 0.7945 - val_loss: 0.5759 - val_accuracy: 0.8031
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5485 - accuracy: 0.8125
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21/40 [==============>...............] - ETA: 0s - loss: 0.5478 - accuracy: 0.8140
28/40 [====================>.........] - ETA: 0s - loss: 0.5497 - accuracy: 0.8181
35/40 [=========================>....] - ETA: 0s - loss: 0.5386 - accuracy: 0.8214
40/40 [==============================] - 0s 8ms/step - loss: 0.5435 - accuracy: 0.8156
40/40 [==============================] - 1s 13ms/step - loss: 0.5435 - accuracy: 0.8156 - val_loss: 0.5382 - val_accuracy: 0.8125
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.6301 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.5222 - accuracy: 0.8125
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19/40 [=============>................] - ETA: 0s - loss: 0.5168 - accuracy: 0.8257
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40/40 [==============================] - 0s 9ms/step - loss: 0.5127 - accuracy: 0.8383
40/40 [==============================] - 1s 14ms/step - loss: 0.5127 - accuracy: 0.8383 - val_loss: 0.5068 - val_accuracy: 0.8406
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.4693 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4949 - accuracy: 0.8348
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32/40 [=======================>......] - ETA: 0s - loss: 0.4931 - accuracy: 0.8438
38/40 [===========================>..] - ETA: 0s - loss: 0.4868 - accuracy: 0.8462
40/40 [==============================] - 0s 9ms/step - loss: 0.4848 - accuracy: 0.8477
40/40 [==============================] - 1s 14ms/step - loss: 0.4848 - accuracy: 0.8477 - val_loss: 0.4823 - val_accuracy: 0.8844
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.3916 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4673 - accuracy: 0.8839
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19/40 [=============>................] - ETA: 0s - loss: 0.4576 - accuracy: 0.8783
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31/40 [======================>.......] - ETA: 0s - loss: 0.4597 - accuracy: 0.8619
38/40 [===========================>..] - ETA: 0s - loss: 0.4552 - accuracy: 0.8618
40/40 [==============================] - 0s 9ms/step - loss: 0.4602 - accuracy: 0.8578
40/40 [==============================] - 1s 15ms/step - loss: 0.4602 - accuracy: 0.8578 - val_loss: 0.4684 - val_accuracy: 0.8438
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.7504 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.5413 - accuracy: 0.8080
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27/40 [===================>..........] - ETA: 0s - loss: 0.4587 - accuracy: 0.8542
34/40 [========================>.....] - ETA: 0s - loss: 0.4416 - accuracy: 0.8658
40/40 [==============================] - 0s 8ms/step - loss: 0.4385 - accuracy: 0.8656
40/40 [==============================] - 1s 13ms/step - loss: 0.4385 - accuracy: 0.8656 - val_loss: 0.4538 - val_accuracy: 0.8250
Epoch 18/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4322 - accuracy: 0.8304
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21/40 [==============>...............] - ETA: 0s - loss: 0.4169 - accuracy: 0.8720
28/40 [====================>.........] - ETA: 0s - loss: 0.4149 - accuracy: 0.8717
35/40 [=========================>....] - ETA: 0s - loss: 0.4201 - accuracy: 0.8705
40/40 [==============================] - 0s 8ms/step - loss: 0.4204 - accuracy: 0.8711
40/40 [==============================] - 1s 13ms/step - loss: 0.4204 - accuracy: 0.8711 - val_loss: 0.4259 - val_accuracy: 0.8750
Epoch 19/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.4053 - accuracy: 0.8740
37/40 [==========================>...] - ETA: 0s - loss: 0.4079 - accuracy: 0.8725
40/40 [==============================] - 0s 9ms/step - loss: 0.4075 - accuracy: 0.8750
40/40 [==============================] - 1s 14ms/step - loss: 0.4075 - accuracy: 0.8750 - val_loss: 0.4052 - val_accuracy: 0.9031
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.2022 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.4075 - accuracy: 0.8705
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19/40 [=============>................] - ETA: 0s - loss: 0.3975 - accuracy: 0.8816
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31/40 [======================>.......] - ETA: 0s - loss: 0.3872 - accuracy: 0.8891
37/40 [==========================>...] - ETA: 0s - loss: 0.3919 - accuracy: 0.8843
40/40 [==============================] - 0s 9ms/step - loss: 0.3875 - accuracy: 0.8844
40/40 [==============================] - 1s 14ms/step - loss: 0.3875 - accuracy: 0.8844 - val_loss: 0.3940 - val_accuracy: 0.8938
Epoch 21/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3711 - accuracy: 0.8795
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25/40 [=================>............] - ETA: 0s - loss: 0.3909 - accuracy: 0.8800
31/40 [======================>.......] - ETA: 0s - loss: 0.3783 - accuracy: 0.8831
37/40 [==========================>...] - ETA: 0s - loss: 0.3821 - accuracy: 0.8860
40/40 [==============================] - 0s 9ms/step - loss: 0.3771 - accuracy: 0.8891
40/40 [==============================] - 1s 14ms/step - loss: 0.3771 - accuracy: 0.8891 - val_loss: 0.3816 - val_accuracy: 0.8906
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3227 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3789 - accuracy: 0.8661
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19/40 [=============>................] - ETA: 0s - loss: 0.3748 - accuracy: 0.8766
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31/40 [======================>.......] - ETA: 0s - loss: 0.3617 - accuracy: 0.8871
37/40 [==========================>...] - ETA: 0s - loss: 0.3608 - accuracy: 0.8894
40/40 [==============================] - 0s 9ms/step - loss: 0.3588 - accuracy: 0.8930
40/40 [==============================] - 1s 14ms/step - loss: 0.3588 - accuracy: 0.8930 - val_loss: 0.3770 - val_accuracy: 0.8719
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.2957 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.3461 - accuracy: 0.8594
13/40 [========>.....................] - ETA: 0s - loss: 0.3541 - accuracy: 0.8774
20/40 [==============>...............] - ETA: 0s - loss: 0.3437 - accuracy: 0.8875
27/40 [===================>..........] - ETA: 0s - loss: 0.3588 - accuracy: 0.8831
34/40 [========================>.....] - ETA: 0s - loss: 0.3551 - accuracy: 0.8851
40/40 [==============================] - 0s 8ms/step - loss: 0.3495 - accuracy: 0.8922
40/40 [==============================] - 1s 13ms/step - loss: 0.3495 - accuracy: 0.8922 - val_loss: 0.3617 - val_accuracy: 0.8969
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.4904 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3370 - accuracy: 0.8884
14/40 [=========>....................] - ETA: 0s - loss: 0.3375 - accuracy: 0.8906
21/40 [==============>...............] - ETA: 0s - loss: 0.3382 - accuracy: 0.8914
28/40 [====================>.........] - ETA: 0s - loss: 0.3399 - accuracy: 0.8906
35/40 [=========================>....] - ETA: 0s - loss: 0.3427 - accuracy: 0.8911
40/40 [==============================] - 0s 8ms/step - loss: 0.3393 - accuracy: 0.8930
40/40 [==============================] - 1s 13ms/step - loss: 0.3393 - accuracy: 0.8930 - val_loss: 0.3421 - val_accuracy: 0.9125
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.3485 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2572 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.3140 - accuracy: 0.9231
19/40 [=============>................] - ETA: 0s - loss: 0.3339 - accuracy: 0.9046
25/40 [=================>............] - ETA: 0s - loss: 0.3380 - accuracy: 0.8975
31/40 [======================>.......] - ETA: 0s - loss: 0.3438 - accuracy: 0.8962
37/40 [==========================>...] - ETA: 0s - loss: 0.3294 - accuracy: 0.9037
40/40 [==============================] - 0s 9ms/step - loss: 0.3303 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.3303 - accuracy: 0.9023 - val_loss: 0.3412 - val_accuracy: 0.9094
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.4344 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.3280 - accuracy: 0.9010
12/40 [========>.....................] - ETA: 0s - loss: 0.3628 - accuracy: 0.8646
18/40 [============>.................] - ETA: 0s - loss: 0.3550 - accuracy: 0.8698
24/40 [=================>............] - ETA: 0s - loss: 0.3401 - accuracy: 0.8750
30/40 [=====================>........] - ETA: 0s - loss: 0.3280 - accuracy: 0.8885
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40/40 [==============================] - 0s 9ms/step - loss: 0.3222 - accuracy: 0.8977
40/40 [==============================] - 1s 14ms/step - loss: 0.3222 - accuracy: 0.8977 - val_loss: 0.3373 - val_accuracy: 0.8938
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2735 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3029 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.3268 - accuracy: 0.9111
19/40 [=============>................] - ETA: 0s - loss: 0.3225 - accuracy: 0.9046
25/40 [=================>............] - ETA: 0s - loss: 0.3156 - accuracy: 0.9100
31/40 [======================>.......] - ETA: 0s - loss: 0.3199 - accuracy: 0.9032
37/40 [==========================>...] - ETA: 0s - loss: 0.3132 - accuracy: 0.9046
40/40 [==============================] - 0s 9ms/step - loss: 0.3134 - accuracy: 0.9039
40/40 [==============================] - 1s 14ms/step - loss: 0.3134 - accuracy: 0.9039 - val_loss: 0.3180 - val_accuracy: 0.9313
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.3170 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3082 - accuracy: 0.9107
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25/40 [=================>............] - ETA: 0s - loss: 0.3172 - accuracy: 0.9000
32/40 [=======================>......] - ETA: 0s - loss: 0.3093 - accuracy: 0.9062
39/40 [============================>.] - ETA: 0s - loss: 0.3031 - accuracy: 0.9087
40/40 [==============================] - 0s 8ms/step - loss: 0.3012 - accuracy: 0.9109
40/40 [==============================] - 1s 13ms/step - loss: 0.3012 - accuracy: 0.9109 - val_loss: 0.3203 - val_accuracy: 0.9031
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.3152 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3115 - accuracy: 0.9196
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21/40 [==============>...............] - ETA: 0s - loss: 0.3033 - accuracy: 0.9048
28/40 [====================>.........] - ETA: 0s - loss: 0.2992 - accuracy: 0.9074
35/40 [=========================>....] - ETA: 0s - loss: 0.2918 - accuracy: 0.9134
40/40 [==============================] - 0s 8ms/step - loss: 0.2964 - accuracy: 0.9125
40/40 [==============================] - 1s 13ms/step - loss: 0.2964 - accuracy: 0.9125 - val_loss: 0.3039 - val_accuracy: 0.9313
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2833 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2812 - accuracy: 0.9062
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19/40 [=============>................] - ETA: 0s - loss: 0.2784 - accuracy: 0.9243
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33/40 [=======================>......] - ETA: 0s - loss: 0.2897 - accuracy: 0.9062
39/40 [============================>.] - ETA: 0s - loss: 0.2911 - accuracy: 0.9071
40/40 [==============================] - 0s 8ms/step - loss: 0.2907 - accuracy: 0.9078
40/40 [==============================] - 1s 14ms/step - loss: 0.2907 - accuracy: 0.9078 - val_loss: 0.3003 - val_accuracy: 0.9281
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1887 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2604 - accuracy: 0.9063
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31/40 [======================>.......] - ETA: 0s - loss: 0.2729 - accuracy: 0.9133
37/40 [==========================>...] - ETA: 0s - loss: 0.2759 - accuracy: 0.9130
40/40 [==============================] - 0s 9ms/step - loss: 0.2804 - accuracy: 0.9117
40/40 [==============================] - 1s 14ms/step - loss: 0.2804 - accuracy: 0.9117 - val_loss: 0.2896 - val_accuracy: 0.9313
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2873 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2862 - accuracy: 0.9152
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31/40 [======================>.......] - ETA: 0s - loss: 0.2760 - accuracy: 0.9163
37/40 [==========================>...] - ETA: 0s - loss: 0.2758 - accuracy: 0.9139
40/40 [==============================] - 0s 9ms/step - loss: 0.2751 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.2751 - accuracy: 0.9172 - val_loss: 0.2861 - val_accuracy: 0.9375
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.2546 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2452 - accuracy: 0.9286
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25/40 [=================>............] - ETA: 0s - loss: 0.2571 - accuracy: 0.9262
31/40 [======================>.......] - ETA: 0s - loss: 0.2707 - accuracy: 0.9133
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40/40 [==============================] - 0s 9ms/step - loss: 0.2673 - accuracy: 0.9148
40/40 [==============================] - 1s 14ms/step - loss: 0.2673 - accuracy: 0.9148 - val_loss: 0.2749 - val_accuracy: 0.9250
Epoch 34/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2597 - accuracy: 0.9330
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28/40 [====================>.........] - ETA: 0s - loss: 0.2637 - accuracy: 0.9252
35/40 [=========================>....] - ETA: 0s - loss: 0.2642 - accuracy: 0.9196
40/40 [==============================] - 0s 8ms/step - loss: 0.2645 - accuracy: 0.9195
40/40 [==============================] - 1s 13ms/step - loss: 0.2645 - accuracy: 0.9195 - val_loss: 0.2799 - val_accuracy: 0.9250
Epoch 35/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2610 - accuracy: 0.9196
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20/40 [==============>...............] - ETA: 0s - loss: 0.2477 - accuracy: 0.9234
27/40 [===================>..........] - ETA: 0s - loss: 0.2544 - accuracy: 0.9213
34/40 [========================>.....] - ETA: 0s - loss: 0.2476 - accuracy: 0.9246
40/40 [==============================] - 0s 8ms/step - loss: 0.2548 - accuracy: 0.9227
40/40 [==============================] - 1s 13ms/step - loss: 0.2548 - accuracy: 0.9227 - val_loss: 0.2677 - val_accuracy: 0.9375
Epoch 36/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2658 - accuracy: 0.9107
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32/40 [=======================>......] - ETA: 0s - loss: 0.2431 - accuracy: 0.9229
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40/40 [==============================] - 0s 9ms/step - loss: 0.2513 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.2513 - accuracy: 0.9195 - val_loss: 0.2588 - val_accuracy: 0.9469
Epoch 37/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2462 - accuracy: 0.9187
40/40 [==============================] - 1s 14ms/step - loss: 0.2462 - accuracy: 0.9187 - val_loss: 0.2555 - val_accuracy: 0.9500
Epoch 38/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2285 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.2415 - accuracy: 0.9211
40/40 [==============================] - 1s 14ms/step - loss: 0.2415 - accuracy: 0.9211 - val_loss: 0.2521 - val_accuracy: 0.9375
Epoch 39/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2301 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2353 - accuracy: 0.9325
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40/40 [==============================] - 0s 9ms/step - loss: 0.2385 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.2385 - accuracy: 0.9297 - val_loss: 0.2576 - val_accuracy: 0.9281
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.1064 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2115 - accuracy: 0.9688
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33/40 [=======================>......] - ETA: 0s - loss: 0.2243 - accuracy: 0.9328
40/40 [==============================] - 0s 8ms/step - loss: 0.2302 - accuracy: 0.9266
40/40 [==============================] - 1s 13ms/step - loss: 0.2302 - accuracy: 0.9266 - val_loss: 0.2402 - val_accuracy: 0.9438
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.2185 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2547 - accuracy: 0.9167
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34/40 [========================>.....] - ETA: 0s - loss: 0.2276 - accuracy: 0.9246
40/40 [==============================] - 0s 8ms/step - loss: 0.2266 - accuracy: 0.9234
40/40 [==============================] - 1s 13ms/step - loss: 0.2266 - accuracy: 0.9234 - val_loss: 0.2415 - val_accuracy: 0.9438
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1717 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2136 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.2290 - accuracy: 0.9304
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40/40 [==============================] - 0s 9ms/step - loss: 0.2251 - accuracy: 0.9289
40/40 [==============================] - 1s 14ms/step - loss: 0.2251 - accuracy: 0.9289 - val_loss: 0.2314 - val_accuracy: 0.9438
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1471 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1934 - accuracy: 0.9241
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31/40 [======================>.......] - ETA: 0s - loss: 0.2079 - accuracy: 0.9284
37/40 [==========================>...] - ETA: 0s - loss: 0.2128 - accuracy: 0.9307
40/40 [==============================] - 0s 9ms/step - loss: 0.2159 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2159 - accuracy: 0.9273 - val_loss: 0.2289 - val_accuracy: 0.9469
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1528 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1864 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.2077 - accuracy: 0.9284
37/40 [==========================>...] - ETA: 0s - loss: 0.2148 - accuracy: 0.9257
40/40 [==============================] - 0s 9ms/step - loss: 0.2152 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2152 - accuracy: 0.9273 - val_loss: 0.2404 - val_accuracy: 0.9406
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.2240 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2580 - accuracy: 0.9062
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37/40 [==========================>...] - ETA: 0s - loss: 0.2129 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.2091 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.2091 - accuracy: 0.9398 - val_loss: 0.2225 - val_accuracy: 0.9438
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.2667 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2180 - accuracy: 0.9554
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27/40 [===================>..........] - ETA: 0s - loss: 0.2117 - accuracy: 0.9352
34/40 [========================>.....] - ETA: 0s - loss: 0.2037 - accuracy: 0.9366
40/40 [==============================] - 0s 8ms/step - loss: 0.2049 - accuracy: 0.9336
40/40 [==============================] - 1s 13ms/step - loss: 0.2049 - accuracy: 0.9336 - val_loss: 0.2202 - val_accuracy: 0.9500
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.2665 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2402 - accuracy: 0.9286
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28/40 [====================>.........] - ETA: 0s - loss: 0.2065 - accuracy: 0.9297
35/40 [=========================>....] - ETA: 0s - loss: 0.2022 - accuracy: 0.9366
40/40 [==============================] - 0s 8ms/step - loss: 0.2055 - accuracy: 0.9313
40/40 [==============================] - 1s 13ms/step - loss: 0.2055 - accuracy: 0.9313 - val_loss: 0.2126 - val_accuracy: 0.9438
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1922 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2105 - accuracy: 0.9420
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25/40 [=================>............] - ETA: 0s - loss: 0.1975 - accuracy: 0.9387
31/40 [======================>.......] - ETA: 0s - loss: 0.1974 - accuracy: 0.9385
37/40 [==========================>...] - ETA: 0s - loss: 0.1951 - accuracy: 0.9400
40/40 [==============================] - 0s 9ms/step - loss: 0.1982 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1982 - accuracy: 0.9398 - val_loss: 0.2121 - val_accuracy: 0.9313
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.3458 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2178 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1985 - accuracy: 0.9415
37/40 [==========================>...] - ETA: 0s - loss: 0.1924 - accuracy: 0.9417
40/40 [==============================] - 0s 9ms/step - loss: 0.1968 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1968 - accuracy: 0.9375 - val_loss: 0.2088 - val_accuracy: 0.9531
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.0904 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1858 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1987 - accuracy: 0.9345
37/40 [==========================>...] - ETA: 0s - loss: 0.1890 - accuracy: 0.9400
40/40 [==============================] - 0s 9ms/step - loss: 0.1907 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1907 - accuracy: 0.9375 - val_loss: 0.2187 - val_accuracy: 0.9406
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.1272 - accuracy: 0.9688
5/40 [==>...........................] - ETA: 0s - loss: 0.1355 - accuracy: 0.9688
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19/40 [=============>................] - ETA: 0s - loss: 0.1889 - accuracy: 0.9375
26/40 [==================>...........] - ETA: 0s - loss: 0.1919 - accuracy: 0.9339
33/40 [=======================>......] - ETA: 0s - loss: 0.1893 - accuracy: 0.9366
40/40 [==============================] - 0s 8ms/step - loss: 0.1976 - accuracy: 0.9336
40/40 [==============================] - 1s 13ms/step - loss: 0.1976 - accuracy: 0.9336 - val_loss: 0.2030 - val_accuracy: 0.9438
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.1248 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1663 - accuracy: 0.9635
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27/40 [===================>..........] - ETA: 0s - loss: 0.1743 - accuracy: 0.9491
34/40 [========================>.....] - ETA: 0s - loss: 0.1810 - accuracy: 0.9458
40/40 [==============================] - 0s 8ms/step - loss: 0.1857 - accuracy: 0.9422
40/40 [==============================] - 1s 13ms/step - loss: 0.1857 - accuracy: 0.9422 - val_loss: 0.2016 - val_accuracy: 0.9500
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.2000 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1881 - accuracy: 0.9286
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33/40 [=======================>......] - ETA: 0s - loss: 0.1756 - accuracy: 0.9384
39/40 [============================>.] - ETA: 0s - loss: 0.1822 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.1815 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1815 - accuracy: 0.9367 - val_loss: 0.1920 - val_accuracy: 0.9531
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0672 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1572 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1782 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1782 - accuracy: 0.9422 - val_loss: 0.1914 - val_accuracy: 0.9500
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.1184 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1857 - accuracy: 0.9241
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31/40 [======================>.......] - ETA: 0s - loss: 0.1788 - accuracy: 0.9335
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40/40 [==============================] - 0s 9ms/step - loss: 0.1769 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1769 - accuracy: 0.9383 - val_loss: 0.1844 - val_accuracy: 0.9531
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.1069 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1389 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1831 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.1748 - accuracy: 0.9409
40/40 [==============================] - 0s 9ms/step - loss: 0.1736 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1736 - accuracy: 0.9406 - val_loss: 0.1853 - val_accuracy: 0.9531
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.1534 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1821 - accuracy: 0.9375
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26/40 [==================>...........] - ETA: 0s - loss: 0.1816 - accuracy: 0.9411
33/40 [=======================>......] - ETA: 0s - loss: 0.1754 - accuracy: 0.9422
40/40 [==============================] - 0s 8ms/step - loss: 0.1686 - accuracy: 0.9445
40/40 [==============================] - 1s 13ms/step - loss: 0.1686 - accuracy: 0.9445 - val_loss: 0.1834 - val_accuracy: 0.9531
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.1652 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1740 - accuracy: 0.9420
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33/40 [=======================>......] - ETA: 0s - loss: 0.1646 - accuracy: 0.9403
40/40 [==============================] - 0s 8ms/step - loss: 0.1683 - accuracy: 0.9438
40/40 [==============================] - 1s 13ms/step - loss: 0.1683 - accuracy: 0.9438 - val_loss: 0.1821 - val_accuracy: 0.9531
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.1752 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1435 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1646 - accuracy: 0.9456
37/40 [==========================>...] - ETA: 0s - loss: 0.1662 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1643 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1643 - accuracy: 0.9461 - val_loss: 0.1837 - val_accuracy: 0.9500
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.3572 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1757 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.1811 - accuracy: 0.9375
38/40 [===========================>..] - ETA: 0s - loss: 0.1746 - accuracy: 0.9408
40/40 [==============================] - 0s 9ms/step - loss: 0.1733 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1733 - accuracy: 0.9406 - val_loss: 0.1841 - val_accuracy: 0.9500
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1191 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1505 - accuracy: 0.9464
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38/40 [===========================>..] - ETA: 0s - loss: 0.1595 - accuracy: 0.9474
40/40 [==============================] - 0s 9ms/step - loss: 0.1586 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1586 - accuracy: 0.9469 - val_loss: 0.1719 - val_accuracy: 0.9531
Epoch 62/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1758 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1608 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1608 - accuracy: 0.9445 - val_loss: 0.1700 - val_accuracy: 0.9531
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.2295 - accuracy: 0.9375
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40/40 [==============================] - 0s 8ms/step - loss: 0.1560 - accuracy: 0.9500
40/40 [==============================] - 1s 13ms/step - loss: 0.1560 - accuracy: 0.9500 - val_loss: 0.1697 - val_accuracy: 0.9531
Epoch 64/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1556 - accuracy: 0.9484
40/40 [==============================] - 1s 13ms/step - loss: 0.1556 - accuracy: 0.9484 - val_loss: 0.1844 - val_accuracy: 0.9531
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1581 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1581 - accuracy: 0.9477 - val_loss: 0.1763 - val_accuracy: 0.9563
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1499 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1499 - accuracy: 0.9414 - val_loss: 0.1683 - val_accuracy: 0.9531
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1504 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1504 - accuracy: 0.9477 - val_loss: 0.1641 - val_accuracy: 0.9500
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1462 - accuracy: 0.9445
40/40 [==============================] - 1s 13ms/step - loss: 0.1462 - accuracy: 0.9445 - val_loss: 0.1612 - val_accuracy: 0.9531
Epoch 69/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1437 - accuracy: 0.9477
40/40 [==============================] - 1s 13ms/step - loss: 0.1437 - accuracy: 0.9477 - val_loss: 0.1528 - val_accuracy: 0.9563
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1349 - accuracy: 0.9509
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40/40 [==============================] - 0s 8ms/step - loss: 0.1421 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1421 - accuracy: 0.9563 - val_loss: 0.1555 - val_accuracy: 0.9563
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1758 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1399 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1399 - accuracy: 0.9508 - val_loss: 0.1536 - val_accuracy: 0.9563
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1413 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1413 - accuracy: 0.9594 - val_loss: 0.1492 - val_accuracy: 0.9594
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.0900 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1046 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1408 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1408 - accuracy: 0.9484 - val_loss: 0.1461 - val_accuracy: 0.9563
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1348 - accuracy: 0.9330
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40/40 [==============================] - 0s 8ms/step - loss: 0.1348 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1348 - accuracy: 0.9539 - val_loss: 0.1597 - val_accuracy: 0.9563
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1917 - accuracy: 0.9241
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40/40 [==============================] - 0s 8ms/step - loss: 0.1362 - accuracy: 0.9531
40/40 [==============================] - 1s 13ms/step - loss: 0.1362 - accuracy: 0.9531 - val_loss: 0.1528 - val_accuracy: 0.9594
Epoch 76/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1359 - accuracy: 0.9556
40/40 [==============================] - 0s 9ms/step - loss: 0.1354 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1354 - accuracy: 0.9555 - val_loss: 0.1439 - val_accuracy: 0.9563
Epoch 77/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1151 - accuracy: 0.9464
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38/40 [===========================>..] - ETA: 0s - loss: 0.1266 - accuracy: 0.9564
40/40 [==============================] - 0s 9ms/step - loss: 0.1294 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1294 - accuracy: 0.9555 - val_loss: 0.1432 - val_accuracy: 0.9563
Epoch 78/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1260 - accuracy: 0.9589
40/40 [==============================] - 0s 9ms/step - loss: 0.1296 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1296 - accuracy: 0.9547 - val_loss: 0.1425 - val_accuracy: 0.9563
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1274 - accuracy: 0.9598
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38/40 [===========================>..] - ETA: 0s - loss: 0.1315 - accuracy: 0.9548
40/40 [==============================] - 0s 9ms/step - loss: 0.1276 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1276 - accuracy: 0.9563 - val_loss: 0.1422 - val_accuracy: 0.9594
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1528 - accuracy: 0.9598
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40/40 [==============================] - 0s 8ms/step - loss: 0.1280 - accuracy: 0.9594
40/40 [==============================] - 1s 13ms/step - loss: 0.1280 - accuracy: 0.9594 - val_loss: 0.1437 - val_accuracy: 0.9563
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1254 - accuracy: 0.9643
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40/40 [==============================] - 0s 8ms/step - loss: 0.1271 - accuracy: 0.9547
40/40 [==============================] - 1s 13ms/step - loss: 0.1271 - accuracy: 0.9547 - val_loss: 0.1413 - val_accuracy: 0.9594
Epoch 82/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1228 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1295 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1295 - accuracy: 0.9539 - val_loss: 0.1490 - val_accuracy: 0.9594
Epoch 83/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1341 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1258 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1258 - accuracy: 0.9547 - val_loss: 0.1343 - val_accuracy: 0.9563
Epoch 84/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0855 - accuracy: 0.9732
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31/40 [======================>.......] - ETA: 0s - loss: 0.1268 - accuracy: 0.9546
37/40 [==========================>...] - ETA: 0s - loss: 0.1222 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1225 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1225 - accuracy: 0.9563 - val_loss: 0.1399 - val_accuracy: 0.9594
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1203 - accuracy: 0.9563
40/40 [==============================] - 1s 13ms/step - loss: 0.1203 - accuracy: 0.9563 - val_loss: 0.1313 - val_accuracy: 0.9594
Epoch 86/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1006 - accuracy: 0.9643
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28/40 [====================>.........] - ETA: 0s - loss: 0.1094 - accuracy: 0.9609
35/40 [=========================>....] - ETA: 0s - loss: 0.1166 - accuracy: 0.9571
40/40 [==============================] - 0s 8ms/step - loss: 0.1204 - accuracy: 0.9586
40/40 [==============================] - 1s 13ms/step - loss: 0.1204 - accuracy: 0.9586 - val_loss: 0.1325 - val_accuracy: 0.9625
Epoch 87/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0961 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1176 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1176 - accuracy: 0.9586 - val_loss: 0.1325 - val_accuracy: 0.9625
Epoch 88/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1379 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1174 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1174 - accuracy: 0.9578 - val_loss: 0.1346 - val_accuracy: 0.9563
Epoch 89/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1762 - accuracy: 0.9464
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38/40 [===========================>..] - ETA: 0s - loss: 0.1185 - accuracy: 0.9572
40/40 [==============================] - 0s 9ms/step - loss: 0.1179 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1179 - accuracy: 0.9570 - val_loss: 0.1256 - val_accuracy: 0.9656
Epoch 90/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1157 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1178 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1178 - accuracy: 0.9578 - val_loss: 0.1384 - val_accuracy: 0.9594
Epoch 91/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1173 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1173 - accuracy: 0.9594 - val_loss: 0.1353 - val_accuracy: 0.9656
Epoch 92/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1138 - accuracy: 0.9602
40/40 [==============================] - 1s 13ms/step - loss: 0.1138 - accuracy: 0.9602 - val_loss: 0.1328 - val_accuracy: 0.9594
Epoch 93/100
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39/40 [============================>.] - ETA: 0s - loss: 0.1138 - accuracy: 0.9607
40/40 [==============================] - 0s 9ms/step - loss: 0.1191 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1191 - accuracy: 0.9594 - val_loss: 0.1234 - val_accuracy: 0.9594
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.1198 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1159 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1216 - accuracy: 0.9543
19/40 [=============>................] - ETA: 0s - loss: 0.1410 - accuracy: 0.9572
25/40 [=================>............] - ETA: 0s - loss: 0.1275 - accuracy: 0.9587
31/40 [======================>.......] - ETA: 0s - loss: 0.1174 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1182 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1150 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1150 - accuracy: 0.9578 - val_loss: 0.1398 - val_accuracy: 0.9563
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.0357 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1347 - accuracy: 0.9583
12/40 [========>.....................] - ETA: 0s - loss: 0.1276 - accuracy: 0.9557
18/40 [============>.................] - ETA: 0s - loss: 0.1263 - accuracy: 0.9566
24/40 [=================>............] - ETA: 0s - loss: 0.1234 - accuracy: 0.9596
30/40 [=====================>........] - ETA: 0s - loss: 0.1186 - accuracy: 0.9615
36/40 [==========================>...] - ETA: 0s - loss: 0.1171 - accuracy: 0.9618
40/40 [==============================] - 0s 9ms/step - loss: 0.1140 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1140 - accuracy: 0.9625 - val_loss: 0.1257 - val_accuracy: 0.9625
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.0637 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1430 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1081 - accuracy: 0.9639
19/40 [=============>................] - ETA: 0s - loss: 0.1014 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1086 - accuracy: 0.9587
31/40 [======================>.......] - ETA: 0s - loss: 0.1136 - accuracy: 0.9567
37/40 [==========================>...] - ETA: 0s - loss: 0.1082 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1092 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1092 - accuracy: 0.9602 - val_loss: 0.1286 - val_accuracy: 0.9625
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.2295 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0990 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1055 - accuracy: 0.9688
20/40 [==============>...............] - ETA: 0s - loss: 0.1114 - accuracy: 0.9672
27/40 [===================>..........] - ETA: 0s - loss: 0.1055 - accuracy: 0.9688
34/40 [========================>.....] - ETA: 0s - loss: 0.1087 - accuracy: 0.9678
40/40 [==============================] - 0s 8ms/step - loss: 0.1136 - accuracy: 0.9656
40/40 [==============================] - 1s 13ms/step - loss: 0.1136 - accuracy: 0.9656 - val_loss: 0.1199 - val_accuracy: 0.9625
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0543 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0895 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.0912 - accuracy: 0.9663
20/40 [==============>...............] - ETA: 0s - loss: 0.0957 - accuracy: 0.9672
27/40 [===================>..........] - ETA: 0s - loss: 0.1044 - accuracy: 0.9653
34/40 [========================>.....] - ETA: 0s - loss: 0.1055 - accuracy: 0.9642
40/40 [==============================] - 0s 8ms/step - loss: 0.1108 - accuracy: 0.9625
40/40 [==============================] - 1s 13ms/step - loss: 0.1108 - accuracy: 0.9625 - val_loss: 0.1207 - val_accuracy: 0.9625
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.0326 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1474 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1202 - accuracy: 0.9639
19/40 [=============>................] - ETA: 0s - loss: 0.1156 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1229 - accuracy: 0.9613
31/40 [======================>.......] - ETA: 0s - loss: 0.1136 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1081 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.1066 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1066 - accuracy: 0.9656 - val_loss: 0.1227 - val_accuracy: 0.9625
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1428 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1263 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.1136 - accuracy: 0.9543
19/40 [=============>................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9605
25/40 [=================>............] - ETA: 0s - loss: 0.1069 - accuracy: 0.9562
31/40 [======================>.......] - ETA: 0s - loss: 0.1058 - accuracy: 0.9567
37/40 [==========================>...] - ETA: 0s - loss: 0.1047 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1049 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1049 - accuracy: 0.9586 - val_loss: 0.1170 - val_accuracy: 0.9656c(loss,accuracy) %<-% (model1 %>% evaluate(as.matrix(x.test.df), y.test.df.ohe))2022-11-21 19:58:43.580617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/13 [=>............................] - ETA: 1s - loss: 0.0728 - accuracy: 0.9688
6/13 [============>.................] - ETA: 0s - loss: 0.0820 - accuracy: 0.9792
12/13 [==========================>...] - ETA: 0s - loss: 0.0814 - accuracy: 0.9766
13/13 [==============================] - 0s 12ms/step - loss: 0.0807 - accuracy: 0.9750
13/13 [==============================] - 0s 12ms/step - loss: 0.0807 - accuracy: 0.9750pred.prob <- predict(model1, as.matrix(x.test.df))2022-11-21 19:58:43.824147: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/13 [=>............................] - ETA: 0s
13/13 [==============================] - 0s 5ms/step
13/13 [==============================] - 0s 5ms/step# pred.prob
pred.class <- apply(pred.prob, 1, function(x) which.max(x)-1)
# pred.class
confusion.matrix <- confusionMatrix(as.factor(pred.class), as.factor(y.test.df))
# confusion.matrixFor one neuron in hidden layer, loss: 0.057, Accuracy:0.980
####2.1.b.iii
No, By increasing no of epochs to 200 wont change the results, As the accuracy is stablizing around 30-40 epochs and not increasing much. ### 2.1.c
create_model.n <- function(neurons) {
model <- keras_model_sequential() %>%
layer_dense(units = 8, activation="relu", input_shape=c(7)) %>%
layer_dense(units = neurons, activation="relu") %>%
layer_dense(units = 5, activation="softmax")
model %>% compile(loss = "categorical_crossentropy",
optimizer="adam",
metrics=c("accuracy"))
model %>% fit(
data.matrix(x.train.df),
y.train.df.ohe,
epochs=100,
batch_size=32,
validation_split=0.20)
# print("@@@@@")
return (model)
}
n=0
for(n in 1:25){
# print(n)
model2 <-create_model.n(n)
pred.prob <- predict(model2, as.matrix(x.test.df))
pred.class <- apply(pred.prob, 1, function(x) which.max(x)-1)
confusion.matrix <- confusionMatrix(as.factor(pred.class), as.factor(y.test.df))
print(signif(confusion.matrix[["overall"]][["Accuracy"]], 3))
}Epoch 1/1002022-11-21 19:58:44.190728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 10.3940 - accuracy: 0.2188
5/40 [==>...........................] - ETA: 0s - loss: 7.9046 - accuracy: 0.2812
10/40 [======>.......................] - ETA: 0s - loss: 7.5870 - accuracy: 0.2625
16/40 [===========>..................] - ETA: 0s - loss: 7.0228 - accuracy: 0.2578
22/40 [===============>..............] - ETA: 0s - loss: 6.6700 - accuracy: 0.2514
28/40 [====================>.........] - ETA: 0s - loss: 6.4289 - accuracy: 0.2455
34/40 [========================>.....] - ETA: 0s - loss: 6.0995 - accuracy: 0.2445
40/40 [==============================] - 1s 10ms/step - loss: 5.7995 - accuracy: 0.24382022-11-21 19:58:44.735586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 5.7995 - accuracy: 0.2438 - val_loss: 3.5364 - val_accuracy: 0.2688
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 3.9552 - accuracy: 0.2500
6/40 [===>..........................] - ETA: 0s - loss: 3.5353 - accuracy: 0.2083
12/40 [========>.....................] - ETA: 0s - loss: 3.2651 - accuracy: 0.2266
18/40 [============>.................] - ETA: 0s - loss: 2.9879 - accuracy: 0.2274
24/40 [=================>............] - ETA: 0s - loss: 2.7052 - accuracy: 0.2422
30/40 [=====================>........] - ETA: 0s - loss: 2.5531 - accuracy: 0.2385
36/40 [==========================>...] - ETA: 0s - loss: 2.3962 - accuracy: 0.2422
40/40 [==============================] - 0s 9ms/step - loss: 2.3064 - accuracy: 0.2445
40/40 [==============================] - 1s 15ms/step - loss: 2.3064 - accuracy: 0.2445 - val_loss: 1.4614 - val_accuracy: 0.3281
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 1.3784 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.4560 - accuracy: 0.3125
13/40 [========>.....................] - ETA: 0s - loss: 1.4471 - accuracy: 0.3413
19/40 [=============>................] - ETA: 0s - loss: 1.4321 - accuracy: 0.3536
25/40 [=================>............] - ETA: 0s - loss: 1.4239 - accuracy: 0.3537
31/40 [======================>.......] - ETA: 0s - loss: 1.4232 - accuracy: 0.3760
37/40 [==========================>...] - ETA: 0s - loss: 1.4251 - accuracy: 0.3666
40/40 [==============================] - 0s 9ms/step - loss: 1.4245 - accuracy: 0.3680
40/40 [==============================] - 1s 14ms/step - loss: 1.4245 - accuracy: 0.3680 - val_loss: 1.3880 - val_accuracy: 0.4281
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.3757 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.3996 - accuracy: 0.3259
13/40 [========>.....................] - ETA: 0s - loss: 1.4102 - accuracy: 0.3269
19/40 [=============>................] - ETA: 0s - loss: 1.4027 - accuracy: 0.3322
25/40 [=================>............] - ETA: 0s - loss: 1.3966 - accuracy: 0.3425
31/40 [======================>.......] - ETA: 0s - loss: 1.3885 - accuracy: 0.3629
37/40 [==========================>...] - ETA: 0s - loss: 1.3874 - accuracy: 0.3682
40/40 [==============================] - 0s 9ms/step - loss: 1.3844 - accuracy: 0.3695
40/40 [==============================] - 1s 14ms/step - loss: 1.3844 - accuracy: 0.3695 - val_loss: 1.3582 - val_accuracy: 0.3938
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.3519 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.3781 - accuracy: 0.3125
12/40 [========>.....................] - ETA: 0s - loss: 1.3727 - accuracy: 0.3203
18/40 [============>.................] - ETA: 0s - loss: 1.3681 - accuracy: 0.3351
24/40 [=================>............] - ETA: 0s - loss: 1.3628 - accuracy: 0.3372
30/40 [=====================>........] - ETA: 0s - loss: 1.3559 - accuracy: 0.3385
36/40 [==========================>...] - ETA: 0s - loss: 1.3557 - accuracy: 0.3368
40/40 [==============================] - 0s 9ms/step - loss: 1.3570 - accuracy: 0.3414
40/40 [==============================] - 1s 14ms/step - loss: 1.3570 - accuracy: 0.3414 - val_loss: 1.3342 - val_accuracy: 0.3906
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.2689 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.3165 - accuracy: 0.3438
13/40 [========>.....................] - ETA: 0s - loss: 1.3298 - accuracy: 0.3197
19/40 [=============>................] - ETA: 0s - loss: 1.3385 - accuracy: 0.3158
25/40 [=================>............] - ETA: 0s - loss: 1.3301 - accuracy: 0.3225
31/40 [======================>.......] - ETA: 0s - loss: 1.3311 - accuracy: 0.3165
37/40 [==========================>...] - ETA: 0s - loss: 1.3330 - accuracy: 0.3218
40/40 [==============================] - 0s 9ms/step - loss: 1.3314 - accuracy: 0.3219
40/40 [==============================] - 1s 14ms/step - loss: 1.3314 - accuracy: 0.3219 - val_loss: 1.3131 - val_accuracy: 0.3563
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.3747 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.3213 - accuracy: 0.3482
13/40 [========>.....................] - ETA: 0s - loss: 1.3142 - accuracy: 0.3365
20/40 [==============>...............] - ETA: 0s - loss: 1.3163 - accuracy: 0.3094
27/40 [===================>..........] - ETA: 0s - loss: 1.3102 - accuracy: 0.3056
34/40 [========================>.....] - ETA: 0s - loss: 1.3071 - accuracy: 0.2794
40/40 [==============================] - 0s 8ms/step - loss: 1.3084 - accuracy: 0.2680
40/40 [==============================] - 1s 13ms/step - loss: 1.3084 - accuracy: 0.2680 - val_loss: 1.2934 - val_accuracy: 0.3219
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.3160 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.3054 - accuracy: 0.4063
13/40 [========>.....................] - ETA: 0s - loss: 1.2973 - accuracy: 0.4231
19/40 [=============>................] - ETA: 0s - loss: 1.2897 - accuracy: 0.4112
25/40 [=================>............] - ETA: 0s - loss: 1.2878 - accuracy: 0.4112
31/40 [======================>.......] - ETA: 0s - loss: 1.2850 - accuracy: 0.4163
37/40 [==========================>...] - ETA: 0s - loss: 1.2865 - accuracy: 0.3995
40/40 [==============================] - 0s 9ms/step - loss: 1.2874 - accuracy: 0.4000
40/40 [==============================] - 1s 14ms/step - loss: 1.2874 - accuracy: 0.4000 - val_loss: 1.2751 - val_accuracy: 0.4000
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.3192 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.2893 - accuracy: 0.3839
13/40 [========>.....................] - ETA: 0s - loss: 1.2839 - accuracy: 0.3870
19/40 [=============>................] - ETA: 0s - loss: 1.2772 - accuracy: 0.3997
25/40 [=================>............] - ETA: 0s - loss: 1.2740 - accuracy: 0.4025
31/40 [======================>.......] - ETA: 0s - loss: 1.2702 - accuracy: 0.4093
37/40 [==========================>...] - ETA: 0s - loss: 1.2666 - accuracy: 0.4046
40/40 [==============================] - 0s 9ms/step - loss: 1.2674 - accuracy: 0.4055
40/40 [==============================] - 1s 14ms/step - loss: 1.2674 - accuracy: 0.4055 - val_loss: 1.2576 - val_accuracy: 0.3875
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.2870 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.2451 - accuracy: 0.3304
13/40 [========>.....................] - ETA: 0s - loss: 1.2514 - accuracy: 0.3438
19/40 [=============>................] - ETA: 0s - loss: 1.2480 - accuracy: 0.3586
25/40 [=================>............] - ETA: 0s - loss: 1.2501 - accuracy: 0.3612
31/40 [======================>.......] - ETA: 0s - loss: 1.2506 - accuracy: 0.3720
37/40 [==========================>...] - ETA: 0s - loss: 1.2499 - accuracy: 0.3691
40/40 [==============================] - 0s 9ms/step - loss: 1.2483 - accuracy: 0.3695
40/40 [==============================] - 1s 14ms/step - loss: 1.2483 - accuracy: 0.3695 - val_loss: 1.2406 - val_accuracy: 0.3656
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.2287 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.2518 - accuracy: 0.4152
13/40 [========>.....................] - ETA: 0s - loss: 1.2336 - accuracy: 0.3822
19/40 [=============>................] - ETA: 0s - loss: 1.2369 - accuracy: 0.3734
25/40 [=================>............] - ETA: 0s - loss: 1.2341 - accuracy: 0.3600
31/40 [======================>.......] - ETA: 0s - loss: 1.2311 - accuracy: 0.3448
37/40 [==========================>...] - ETA: 0s - loss: 1.2300 - accuracy: 0.3404
40/40 [==============================] - 0s 9ms/step - loss: 1.2299 - accuracy: 0.3359
40/40 [==============================] - 1s 14ms/step - loss: 1.2299 - accuracy: 0.3359 - val_loss: 1.2242 - val_accuracy: 0.3094
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.1995 - accuracy: 0.2812
7/40 [====>.........................] - ETA: 0s - loss: 1.2171 - accuracy: 0.2946
14/40 [=========>....................] - ETA: 0s - loss: 1.2180 - accuracy: 0.2902
21/40 [==============>...............] - ETA: 0s - loss: 1.2187 - accuracy: 0.3065
27/40 [===================>..........] - ETA: 0s - loss: 1.2190 - accuracy: 0.3079
34/40 [========================>.....] - ETA: 0s - loss: 1.2149 - accuracy: 0.3125
40/40 [==============================] - 0s 8ms/step - loss: 1.2116 - accuracy: 0.3203
40/40 [==============================] - 1s 13ms/step - loss: 1.2116 - accuracy: 0.3203 - val_loss: 1.2084 - val_accuracy: 0.3375
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 1.1977 - accuracy: 0.5000
5/40 [==>...........................] - ETA: 0s - loss: 1.2131 - accuracy: 0.4250
11/40 [=======>......................] - ETA: 0s - loss: 1.2069 - accuracy: 0.3778
17/40 [===========>..................] - ETA: 0s - loss: 1.2015 - accuracy: 0.3750
23/40 [================>.............] - ETA: 0s - loss: 1.1999 - accuracy: 0.3804
29/40 [====================>.........] - ETA: 0s - loss: 1.1966 - accuracy: 0.3793
35/40 [=========================>....] - ETA: 0s - loss: 1.1963 - accuracy: 0.3795
40/40 [==============================] - 0s 10ms/step - loss: 1.1947 - accuracy: 0.3828
40/40 [==============================] - 1s 15ms/step - loss: 1.1947 - accuracy: 0.3828 - val_loss: 1.1930 - val_accuracy: 0.4344
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 1.1910 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.1866 - accuracy: 0.4732
13/40 [========>.....................] - ETA: 0s - loss: 1.1756 - accuracy: 0.4567
19/40 [=============>................] - ETA: 0s - loss: 1.1773 - accuracy: 0.4507
25/40 [=================>............] - ETA: 0s - loss: 1.1740 - accuracy: 0.4637
31/40 [======================>.......] - ETA: 0s - loss: 1.1752 - accuracy: 0.4688
37/40 [==========================>...] - ETA: 0s - loss: 1.1764 - accuracy: 0.4586
40/40 [==============================] - 0s 9ms/step - loss: 1.1781 - accuracy: 0.4547
40/40 [==============================] - 1s 14ms/step - loss: 1.1781 - accuracy: 0.4547 - val_loss: 1.1770 - val_accuracy: 0.4531
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.1665 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.1751 - accuracy: 0.4152
13/40 [========>.....................] - ETA: 0s - loss: 1.1689 - accuracy: 0.4567
19/40 [=============>................] - ETA: 0s - loss: 1.1690 - accuracy: 0.4655
25/40 [=================>............] - ETA: 0s - loss: 1.1665 - accuracy: 0.4650
31/40 [======================>.......] - ETA: 0s - loss: 1.1609 - accuracy: 0.4728
37/40 [==========================>...] - ETA: 0s - loss: 1.1604 - accuracy: 0.4688
40/40 [==============================] - 0s 9ms/step - loss: 1.1612 - accuracy: 0.4617
40/40 [==============================] - 1s 14ms/step - loss: 1.1612 - accuracy: 0.4617 - val_loss: 1.1615 - val_accuracy: 0.4531
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 1.1629 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.1445 - accuracy: 0.4196
13/40 [========>.....................] - ETA: 0s - loss: 1.1548 - accuracy: 0.4303
19/40 [=============>................] - ETA: 0s - loss: 1.1490 - accuracy: 0.4424
25/40 [=================>............] - ETA: 0s - loss: 1.1439 - accuracy: 0.4512
31/40 [======================>.......] - ETA: 0s - loss: 1.1439 - accuracy: 0.4647
37/40 [==========================>...] - ETA: 0s - loss: 1.1444 - accuracy: 0.4671
40/40 [==============================] - 0s 9ms/step - loss: 1.1446 - accuracy: 0.4672
40/40 [==============================] - 1s 14ms/step - loss: 1.1446 - accuracy: 0.4672 - val_loss: 1.1472 - val_accuracy: 0.4781
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.1385 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.1294 - accuracy: 0.4866
13/40 [========>.....................] - ETA: 0s - loss: 1.1296 - accuracy: 0.4760
19/40 [=============>................] - ETA: 0s - loss: 1.1286 - accuracy: 0.4786
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31/40 [======================>.......] - ETA: 0s - loss: 1.1287 - accuracy: 0.4819
37/40 [==========================>...] - ETA: 0s - loss: 1.1288 - accuracy: 0.4772
40/40 [==============================] - 0s 9ms/step - loss: 1.1297 - accuracy: 0.4758
40/40 [==============================] - 1s 14ms/step - loss: 1.1297 - accuracy: 0.4758 - val_loss: 1.1311 - val_accuracy: 0.4750
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 1.1343 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.1230 - accuracy: 0.4554
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40/40 [==============================] - 0s 8ms/step - loss: 1.1145 - accuracy: 0.4820
40/40 [==============================] - 1s 14ms/step - loss: 1.1145 - accuracy: 0.4820 - val_loss: 1.1167 - val_accuracy: 0.4750
Epoch 19/100
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6/40 [===>..........................] - ETA: 0s - loss: 1.1178 - accuracy: 0.4531
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40/40 [==============================] - 0s 9ms/step - loss: 1.0986 - accuracy: 0.4836
40/40 [==============================] - 1s 14ms/step - loss: 1.0986 - accuracy: 0.4836 - val_loss: 1.1017 - val_accuracy: 0.4781
Epoch 20/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0960 - accuracy: 0.4732
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40/40 [==============================] - 0s 9ms/step - loss: 1.0834 - accuracy: 0.4883
40/40 [==============================] - 1s 14ms/step - loss: 1.0834 - accuracy: 0.4883 - val_loss: 1.0879 - val_accuracy: 0.4781
Epoch 21/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0935 - accuracy: 0.4688
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31/40 [======================>.......] - ETA: 0s - loss: 1.0715 - accuracy: 0.4859
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40/40 [==============================] - 0s 9ms/step - loss: 1.0694 - accuracy: 0.4875
40/40 [==============================] - 1s 14ms/step - loss: 1.0694 - accuracy: 0.4875 - val_loss: 1.0725 - val_accuracy: 0.4906
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 1.0659 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.0601 - accuracy: 0.4777
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19/40 [=============>................] - ETA: 0s - loss: 1.0454 - accuracy: 0.5115
25/40 [=================>............] - ETA: 0s - loss: 1.0526 - accuracy: 0.5000
31/40 [======================>.......] - ETA: 0s - loss: 1.0589 - accuracy: 0.4879
37/40 [==========================>...] - ETA: 0s - loss: 1.0580 - accuracy: 0.4882
40/40 [==============================] - 0s 9ms/step - loss: 1.0551 - accuracy: 0.4922
40/40 [==============================] - 1s 14ms/step - loss: 1.0551 - accuracy: 0.4922 - val_loss: 1.0592 - val_accuracy: 0.4844
Epoch 23/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0509 - accuracy: 0.4911
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19/40 [=============>................] - ETA: 0s - loss: 1.0399 - accuracy: 0.4852
25/40 [=================>............] - ETA: 0s - loss: 1.0427 - accuracy: 0.4850
32/40 [=======================>......] - ETA: 0s - loss: 1.0423 - accuracy: 0.4844
39/40 [============================>.] - ETA: 0s - loss: 1.0412 - accuracy: 0.4904
40/40 [==============================] - 0s 9ms/step - loss: 1.0415 - accuracy: 0.4930
40/40 [==============================] - 1s 13ms/step - loss: 1.0415 - accuracy: 0.4930 - val_loss: 1.0450 - val_accuracy: 0.4906
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.9306 - accuracy: 0.6875
6/40 [===>..........................] - ETA: 0s - loss: 1.0222 - accuracy: 0.5104
13/40 [========>.....................] - ETA: 0s - loss: 1.0131 - accuracy: 0.5120
20/40 [==============>...............] - ETA: 0s - loss: 1.0185 - accuracy: 0.5063
27/40 [===================>..........] - ETA: 0s - loss: 1.0209 - accuracy: 0.5012
33/40 [=======================>......] - ETA: 0s - loss: 1.0200 - accuracy: 0.5066
40/40 [==============================] - 0s 8ms/step - loss: 1.0275 - accuracy: 0.4938
40/40 [==============================] - 1s 14ms/step - loss: 1.0275 - accuracy: 0.4938 - val_loss: 1.0321 - val_accuracy: 0.4906
Epoch 25/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0171 - accuracy: 0.4911
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19/40 [=============>................] - ETA: 0s - loss: 1.0100 - accuracy: 0.5164
25/40 [=================>............] - ETA: 0s - loss: 1.0197 - accuracy: 0.4950
31/40 [======================>.......] - ETA: 0s - loss: 1.0172 - accuracy: 0.4950
38/40 [===========================>..] - ETA: 0s - loss: 1.0175 - accuracy: 0.4984
40/40 [==============================] - 0s 9ms/step - loss: 1.0144 - accuracy: 0.5023
40/40 [==============================] - 1s 14ms/step - loss: 1.0144 - accuracy: 0.5023 - val_loss: 1.0181 - val_accuracy: 0.5000
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 1.0251 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.0118 - accuracy: 0.4911
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19/40 [=============>................] - ETA: 0s - loss: 1.0041 - accuracy: 0.5066
25/40 [=================>............] - ETA: 0s - loss: 1.0023 - accuracy: 0.5112
31/40 [======================>.......] - ETA: 0s - loss: 1.0017 - accuracy: 0.5161
37/40 [==========================>...] - ETA: 0s - loss: 0.9984 - accuracy: 0.5177
40/40 [==============================] - 0s 9ms/step - loss: 1.0011 - accuracy: 0.5148
40/40 [==============================] - 1s 14ms/step - loss: 1.0011 - accuracy: 0.5148 - val_loss: 1.0053 - val_accuracy: 0.5063
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 1.0625 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 0.9899 - accuracy: 0.5223
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19/40 [=============>................] - ETA: 0s - loss: 0.9971 - accuracy: 0.5164
25/40 [=================>............] - ETA: 0s - loss: 0.9919 - accuracy: 0.5175
31/40 [======================>.......] - ETA: 0s - loss: 0.9903 - accuracy: 0.5151
37/40 [==========================>...] - ETA: 0s - loss: 0.9867 - accuracy: 0.5211
40/40 [==============================] - 0s 9ms/step - loss: 0.9891 - accuracy: 0.5203
40/40 [==============================] - 1s 15ms/step - loss: 0.9891 - accuracy: 0.5203 - val_loss: 0.9932 - val_accuracy: 0.5219
Epoch 28/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.9608 - accuracy: 0.5781
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30/40 [=====================>........] - ETA: 0s - loss: 0.9759 - accuracy: 0.5427
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40/40 [==============================] - 0s 9ms/step - loss: 0.9775 - accuracy: 0.5383
40/40 [==============================] - 1s 14ms/step - loss: 0.9775 - accuracy: 0.5383 - val_loss: 0.9809 - val_accuracy: 0.5250
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.9753 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 0.9476 - accuracy: 0.5670
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29/40 [====================>.........] - ETA: 0s - loss: 0.9738 - accuracy: 0.5323
35/40 [=========================>....] - ETA: 0s - loss: 0.9692 - accuracy: 0.5366
40/40 [==============================] - 0s 10ms/step - loss: 0.9651 - accuracy: 0.5414
40/40 [==============================] - 1s 15ms/step - loss: 0.9651 - accuracy: 0.5414 - val_loss: 0.9687 - val_accuracy: 0.5344
Epoch 30/100
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5/40 [==>...........................] - ETA: 0s - loss: 0.9483 - accuracy: 0.6000
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38/40 [===========================>..] - ETA: 0s - loss: 0.9573 - accuracy: 0.5526
40/40 [==============================] - 0s 10ms/step - loss: 0.9537 - accuracy: 0.5578
40/40 [==============================] - 1s 15ms/step - loss: 0.9537 - accuracy: 0.5578 - val_loss: 0.9573 - val_accuracy: 0.5406
Epoch 31/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9348 - accuracy: 0.5804
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29/40 [====================>.........] - ETA: 0s - loss: 0.9464 - accuracy: 0.5614
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40/40 [==============================] - 0s 10ms/step - loss: 0.9426 - accuracy: 0.5664
40/40 [==============================] - 1s 15ms/step - loss: 0.9426 - accuracy: 0.5664 - val_loss: 0.9486 - val_accuracy: 0.5500
Epoch 32/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9239 - accuracy: 0.5893
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40/40 [==============================] - 0s 9ms/step - loss: 0.9315 - accuracy: 0.5719
40/40 [==============================] - 1s 14ms/step - loss: 0.9315 - accuracy: 0.5719 - val_loss: 0.9356 - val_accuracy: 0.5531
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.9637 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 0.8796 - accuracy: 0.6205
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31/40 [======================>.......] - ETA: 0s - loss: 0.9191 - accuracy: 0.5736
37/40 [==========================>...] - ETA: 0s - loss: 0.9222 - accuracy: 0.5726
40/40 [==============================] - 0s 9ms/step - loss: 0.9208 - accuracy: 0.5734
40/40 [==============================] - 1s 14ms/step - loss: 0.9208 - accuracy: 0.5734 - val_loss: 0.9242 - val_accuracy: 0.5938
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.9297 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.9344 - accuracy: 0.5402
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19/40 [=============>................] - ETA: 0s - loss: 0.9220 - accuracy: 0.5543
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31/40 [======================>.......] - ETA: 0s - loss: 0.9161 - accuracy: 0.5706
37/40 [==========================>...] - ETA: 0s - loss: 0.9121 - accuracy: 0.5752
40/40 [==============================] - 0s 9ms/step - loss: 0.9111 - accuracy: 0.5813
40/40 [==============================] - 1s 14ms/step - loss: 0.9111 - accuracy: 0.5813 - val_loss: 0.9142 - val_accuracy: 0.5750
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.8673 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.8712 - accuracy: 0.6205
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32/40 [=======================>......] - ETA: 0s - loss: 0.9077 - accuracy: 0.5781
38/40 [===========================>..] - ETA: 0s - loss: 0.9008 - accuracy: 0.5855
40/40 [==============================] - 0s 9ms/step - loss: 0.9010 - accuracy: 0.5852
40/40 [==============================] - 1s 14ms/step - loss: 0.9010 - accuracy: 0.5852 - val_loss: 0.9083 - val_accuracy: 0.5844
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 1.0200 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 0.9115 - accuracy: 0.5491
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31/40 [======================>.......] - ETA: 0s - loss: 0.8908 - accuracy: 0.5917
37/40 [==========================>...] - ETA: 0s - loss: 0.8934 - accuracy: 0.5836
40/40 [==============================] - 0s 9ms/step - loss: 0.8915 - accuracy: 0.5867
40/40 [==============================] - 1s 21ms/step - loss: 0.8915 - accuracy: 0.5867 - val_loss: 0.8947 - val_accuracy: 0.6000
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.9150 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.8829 - accuracy: 0.5804
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31/40 [======================>.......] - ETA: 0s - loss: 0.8843 - accuracy: 0.5817
36/40 [==========================>...] - ETA: 0s - loss: 0.8838 - accuracy: 0.5885
40/40 [==============================] - 0s 9ms/step - loss: 0.8819 - accuracy: 0.5914
40/40 [==============================] - 1s 15ms/step - loss: 0.8819 - accuracy: 0.5914 - val_loss: 0.8845 - val_accuracy: 0.6125
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.9154 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 0.8795 - accuracy: 0.5759
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31/40 [======================>.......] - ETA: 0s - loss: 0.8717 - accuracy: 0.5948
37/40 [==========================>...] - ETA: 0s - loss: 0.8764 - accuracy: 0.5946
40/40 [==============================] - 0s 9ms/step - loss: 0.8744 - accuracy: 0.6008
40/40 [==============================] - 1s 14ms/step - loss: 0.8744 - accuracy: 0.6008 - val_loss: 0.8757 - val_accuracy: 0.6125
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.9051 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 0.8701 - accuracy: 0.5536
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35/40 [=========================>....] - ETA: 0s - loss: 0.8703 - accuracy: 0.5982
40/40 [==============================] - 0s 10ms/step - loss: 0.8645 - accuracy: 0.6062
40/40 [==============================] - 1s 15ms/step - loss: 0.8645 - accuracy: 0.6062 - val_loss: 0.8687 - val_accuracy: 0.6094
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.8764 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.8365 - accuracy: 0.6473
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39/40 [============================>.] - ETA: 0s - loss: 0.8565 - accuracy: 0.6154
40/40 [==============================] - 0s 9ms/step - loss: 0.8576 - accuracy: 0.6109
40/40 [==============================] - 1s 14ms/step - loss: 0.8576 - accuracy: 0.6109 - val_loss: 0.8574 - val_accuracy: 0.6188
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8477 - accuracy: 0.6295
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40/40 [==============================] - 0s 9ms/step - loss: 0.8470 - accuracy: 0.6195
40/40 [==============================] - 1s 15ms/step - loss: 0.8470 - accuracy: 0.6195 - val_loss: 0.8520 - val_accuracy: 0.6250
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8816 - accuracy: 0.5625
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40/40 [==============================] - 0s 10ms/step - loss: 0.8401 - accuracy: 0.6203
40/40 [==============================] - 1s 15ms/step - loss: 0.8401 - accuracy: 0.6203 - val_loss: 0.8444 - val_accuracy: 0.6406
Epoch 43/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8313 - accuracy: 0.6250
40/40 [==============================] - 1s 15ms/step - loss: 0.8313 - accuracy: 0.6250 - val_loss: 0.8321 - val_accuracy: 0.6313
Epoch 44/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8397 - accuracy: 0.6696
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40/40 [==============================] - 0s 10ms/step - loss: 0.8254 - accuracy: 0.6352
40/40 [==============================] - 1s 15ms/step - loss: 0.8254 - accuracy: 0.6352 - val_loss: 0.8263 - val_accuracy: 0.6313
Epoch 45/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.8173 - accuracy: 0.6305
40/40 [==============================] - 1s 15ms/step - loss: 0.8173 - accuracy: 0.6305 - val_loss: 0.8177 - val_accuracy: 0.6469
Epoch 46/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.8092 - accuracy: 0.6492
40/40 [==============================] - 1s 15ms/step - loss: 0.8092 - accuracy: 0.6492 - val_loss: 0.8098 - val_accuracy: 0.6531
Epoch 47/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.8014 - accuracy: 0.6414
40/40 [==============================] - 1s 15ms/step - loss: 0.8014 - accuracy: 0.6414 - val_loss: 0.8016 - val_accuracy: 0.6781
Epoch 48/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7960 - accuracy: 0.6562
40/40 [==============================] - 1s 15ms/step - loss: 0.7960 - accuracy: 0.6562 - val_loss: 0.7999 - val_accuracy: 0.6531
Epoch 49/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7878 - accuracy: 0.6586
40/40 [==============================] - 1s 14ms/step - loss: 0.7878 - accuracy: 0.6586 - val_loss: 0.7904 - val_accuracy: 0.6625
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7816 - accuracy: 0.6602
40/40 [==============================] - 1s 15ms/step - loss: 0.7816 - accuracy: 0.6602 - val_loss: 0.7806 - val_accuracy: 0.6750
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7753 - accuracy: 0.6789
40/40 [==============================] - 1s 14ms/step - loss: 0.7753 - accuracy: 0.6789 - val_loss: 0.7746 - val_accuracy: 0.7156
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7690 - accuracy: 0.6664
40/40 [==============================] - 1s 15ms/step - loss: 0.7690 - accuracy: 0.6664 - val_loss: 0.7674 - val_accuracy: 0.6938
Epoch 53/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7634 - accuracy: 0.6914
40/40 [==============================] - 1s 15ms/step - loss: 0.7634 - accuracy: 0.6914 - val_loss: 0.7612 - val_accuracy: 0.7000
Epoch 54/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7555 - accuracy: 0.6922
40/40 [==============================] - 1s 15ms/step - loss: 0.7555 - accuracy: 0.6922 - val_loss: 0.7548 - val_accuracy: 0.7312
Epoch 55/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7504 - accuracy: 0.7148
40/40 [==============================] - 1s 15ms/step - loss: 0.7504 - accuracy: 0.7148 - val_loss: 0.7493 - val_accuracy: 0.7000
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7451 - accuracy: 0.6859
40/40 [==============================] - 1s 14ms/step - loss: 0.7451 - accuracy: 0.6859 - val_loss: 0.7418 - val_accuracy: 0.7219
Epoch 57/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.7404 - accuracy: 0.7000
40/40 [==============================] - 1s 13ms/step - loss: 0.7404 - accuracy: 0.7000 - val_loss: 0.7367 - val_accuracy: 0.7219
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7326 - accuracy: 0.7156
40/40 [==============================] - 1s 15ms/step - loss: 0.7326 - accuracy: 0.7156 - val_loss: 0.7318 - val_accuracy: 0.7156
Epoch 59/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7276 - accuracy: 0.7164
40/40 [==============================] - 1s 15ms/step - loss: 0.7276 - accuracy: 0.7164 - val_loss: 0.7241 - val_accuracy: 0.7156
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7241 - accuracy: 0.7164
40/40 [==============================] - 1s 14ms/step - loss: 0.7241 - accuracy: 0.7164 - val_loss: 0.7206 - val_accuracy: 0.7156
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7166 - accuracy: 0.7344
40/40 [==============================] - 1s 14ms/step - loss: 0.7166 - accuracy: 0.7344 - val_loss: 0.7125 - val_accuracy: 0.7438
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7131 - accuracy: 0.7438
40/40 [==============================] - 1s 14ms/step - loss: 0.7131 - accuracy: 0.7438 - val_loss: 0.7104 - val_accuracy: 0.7344
Epoch 63/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7071 - accuracy: 0.7328
40/40 [==============================] - 1s 15ms/step - loss: 0.7071 - accuracy: 0.7328 - val_loss: 0.7083 - val_accuracy: 0.7469
Epoch 64/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7033 - accuracy: 0.7367
40/40 [==============================] - 1s 15ms/step - loss: 0.7033 - accuracy: 0.7367 - val_loss: 0.6993 - val_accuracy: 0.7375
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6954 - accuracy: 0.7406
40/40 [==============================] - 1s 15ms/step - loss: 0.6954 - accuracy: 0.7406 - val_loss: 0.6916 - val_accuracy: 0.7531
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6914 - accuracy: 0.7484
40/40 [==============================] - 1s 15ms/step - loss: 0.6914 - accuracy: 0.7484 - val_loss: 0.6913 - val_accuracy: 0.7406
Epoch 67/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6877 - accuracy: 0.7570
40/40 [==============================] - 1s 16ms/step - loss: 0.6877 - accuracy: 0.7570 - val_loss: 0.6832 - val_accuracy: 0.7844
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6812 - accuracy: 0.7656
40/40 [==============================] - 1s 14ms/step - loss: 0.6812 - accuracy: 0.7656 - val_loss: 0.6908 - val_accuracy: 0.7156
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6793 - accuracy: 0.7469
40/40 [==============================] - 1s 14ms/step - loss: 0.6793 - accuracy: 0.7469 - val_loss: 0.6784 - val_accuracy: 0.7594
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6742 - accuracy: 0.7992
40/40 [==============================] - 1s 14ms/step - loss: 0.6742 - accuracy: 0.7992 - val_loss: 0.6677 - val_accuracy: 0.7812
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6688 - accuracy: 0.7781
40/40 [==============================] - 1s 14ms/step - loss: 0.6688 - accuracy: 0.7781 - val_loss: 0.6912 - val_accuracy: 0.6906
Epoch 72/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.6726 - accuracy: 0.7555
40/40 [==============================] - 1s 17ms/step - loss: 0.6726 - accuracy: 0.7555 - val_loss: 0.6590 - val_accuracy: 0.7781
Epoch 73/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6628 - accuracy: 0.7945
40/40 [==============================] - 1s 15ms/step - loss: 0.6628 - accuracy: 0.7945 - val_loss: 0.6575 - val_accuracy: 0.7688
Epoch 74/100
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40/40 [==============================] - 0s 12ms/step - loss: 0.6567 - accuracy: 0.7852
40/40 [==============================] - 1s 17ms/step - loss: 0.6567 - accuracy: 0.7852 - val_loss: 0.6504 - val_accuracy: 0.7937
Epoch 75/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6523 - accuracy: 0.7859
40/40 [==============================] - 1s 15ms/step - loss: 0.6523 - accuracy: 0.7859 - val_loss: 0.6547 - val_accuracy: 0.7469
Epoch 76/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6514 - accuracy: 0.7852
40/40 [==============================] - 1s 15ms/step - loss: 0.6514 - accuracy: 0.7852 - val_loss: 0.6413 - val_accuracy: 0.8031
Epoch 77/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6464 - accuracy: 0.8156
40/40 [==============================] - 1s 15ms/step - loss: 0.6464 - accuracy: 0.8156 - val_loss: 0.6378 - val_accuracy: 0.7781
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6400 - accuracy: 0.7812
40/40 [==============================] - 1s 14ms/step - loss: 0.6400 - accuracy: 0.7812 - val_loss: 0.6332 - val_accuracy: 0.8063
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6376 - accuracy: 0.8164
40/40 [==============================] - 1s 14ms/step - loss: 0.6376 - accuracy: 0.8164 - val_loss: 0.6293 - val_accuracy: 0.8000
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6333 - accuracy: 0.8219
40/40 [==============================] - 1s 14ms/step - loss: 0.6333 - accuracy: 0.8219 - val_loss: 0.6276 - val_accuracy: 0.8063
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6279 - accuracy: 0.8094
40/40 [==============================] - 1s 14ms/step - loss: 0.6279 - accuracy: 0.8094 - val_loss: 0.6269 - val_accuracy: 0.7844
Epoch 82/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6261 - accuracy: 0.8148
40/40 [==============================] - 1s 15ms/step - loss: 0.6261 - accuracy: 0.8148 - val_loss: 0.6172 - val_accuracy: 0.8125
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6231 - accuracy: 0.8070
40/40 [==============================] - 1s 15ms/step - loss: 0.6231 - accuracy: 0.8070 - val_loss: 0.6203 - val_accuracy: 0.8063
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6199 - accuracy: 0.8336
40/40 [==============================] - 1s 14ms/step - loss: 0.6199 - accuracy: 0.8336 - val_loss: 0.6099 - val_accuracy: 0.7969
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6172 - accuracy: 0.8203
40/40 [==============================] - 1s 14ms/step - loss: 0.6172 - accuracy: 0.8203 - val_loss: 0.6061 - val_accuracy: 0.8156
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6190 - accuracy: 0.8406
40/40 [==============================] - 1s 14ms/step - loss: 0.6190 - accuracy: 0.8406 - val_loss: 0.6216 - val_accuracy: 0.7500
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6136 - accuracy: 0.8086
40/40 [==============================] - 1s 14ms/step - loss: 0.6136 - accuracy: 0.8086 - val_loss: 0.6018 - val_accuracy: 0.8344
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6081 - accuracy: 0.8297
40/40 [==============================] - 1s 14ms/step - loss: 0.6081 - accuracy: 0.8297 - val_loss: 0.5963 - val_accuracy: 0.8344
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6015 - accuracy: 0.8391
40/40 [==============================] - 1s 15ms/step - loss: 0.6015 - accuracy: 0.8391 - val_loss: 0.5988 - val_accuracy: 0.8750
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6050 - accuracy: 0.8289
40/40 [==============================] - 1s 14ms/step - loss: 0.6050 - accuracy: 0.8289 - val_loss: 0.6097 - val_accuracy: 0.7656
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6000 - accuracy: 0.8289
40/40 [==============================] - 1s 14ms/step - loss: 0.6000 - accuracy: 0.8289 - val_loss: 0.5889 - val_accuracy: 0.8250
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5923 - accuracy: 0.8477
40/40 [==============================] - 1s 14ms/step - loss: 0.5923 - accuracy: 0.8477 - val_loss: 0.5900 - val_accuracy: 0.8188
Epoch 93/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5927 - accuracy: 0.8406
40/40 [==============================] - 1s 14ms/step - loss: 0.5927 - accuracy: 0.8406 - val_loss: 0.5820 - val_accuracy: 0.8688
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5873 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.5873 - accuracy: 0.8602 - val_loss: 0.5769 - val_accuracy: 0.8500
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5884 - accuracy: 0.8445
40/40 [==============================] - 1s 14ms/step - loss: 0.5884 - accuracy: 0.8445 - val_loss: 0.5798 - val_accuracy: 0.8156
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5806 - accuracy: 0.8594
40/40 [==============================] - 1s 14ms/step - loss: 0.5806 - accuracy: 0.8594 - val_loss: 0.5742 - val_accuracy: 0.8281
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5773 - accuracy: 0.8555
40/40 [==============================] - 1s 14ms/step - loss: 0.5773 - accuracy: 0.8555 - val_loss: 0.5771 - val_accuracy: 0.8156
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5794 - accuracy: 0.8445
40/40 [==============================] - 1s 15ms/step - loss: 0.5794 - accuracy: 0.8445 - val_loss: 0.5662 - val_accuracy: 0.8750
Epoch 99/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5715 - accuracy: 0.8602
40/40 [==============================] - 1s 15ms/step - loss: 0.5715 - accuracy: 0.8602 - val_loss: 0.5745 - val_accuracy: 0.8313
Epoch 100/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5474 - accuracy: 0.8438
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40/40 [==============================] - 0s 9ms/step - loss: 0.5704 - accuracy: 0.8492
40/40 [==============================] - 1s 14ms/step - loss: 0.5704 - accuracy: 0.8492 - val_loss: 0.5600 - val_accuracy: 0.84382022-11-21 19:59:42.807224: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/13 [=>............................] - ETA: 0s
13/13 [==============================] - 0s 3ms/step
13/13 [==============================] - 0s 3ms/step
[1] 0.878
Epoch 1/1002022-11-21 19:59:43.060306: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 27.5543 - accuracy: 0.2812
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40/40 [==============================] - 1s 9ms/step - loss: 16.6621 - accuracy: 0.25162022-11-21 19:59:43.548665: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 26ms/step - loss: 16.6621 - accuracy: 0.2516 - val_loss: 4.7310 - val_accuracy: 0.2719
Epoch 2/100
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7/40 [====>.........................] - ETA: 0s - loss: 3.1884 - accuracy: 0.2366
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40/40 [==============================] - 0s 9ms/step - loss: 1.9301 - accuracy: 0.2383
40/40 [==============================] - 1s 14ms/step - loss: 1.9301 - accuracy: 0.2383 - val_loss: 1.5938 - val_accuracy: 0.2469
Epoch 3/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.5872 - accuracy: 0.1964
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39/40 [============================>.] - ETA: 0s - loss: 1.5909 - accuracy: 0.2292
40/40 [==============================] - 0s 9ms/step - loss: 1.5908 - accuracy: 0.2281
40/40 [==============================] - 1s 14ms/step - loss: 1.5908 - accuracy: 0.2281 - val_loss: 1.5804 - val_accuracy: 0.2500
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.5757 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.5732 - accuracy: 0.2455
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32/40 [=======================>......] - ETA: 0s - loss: 1.5823 - accuracy: 0.2480
39/40 [============================>.] - ETA: 0s - loss: 1.5803 - accuracy: 0.2444
40/40 [==============================] - 0s 9ms/step - loss: 1.5803 - accuracy: 0.2430
40/40 [==============================] - 1s 14ms/step - loss: 1.5803 - accuracy: 0.2430 - val_loss: 1.5705 - val_accuracy: 0.2500
Epoch 5/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.5695 - accuracy: 0.2545
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40/40 [==============================] - 0s 8ms/step - loss: 1.5711 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.5711 - accuracy: 0.2555 - val_loss: 1.5614 - val_accuracy: 0.2438
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.5648 - accuracy: 0.2500
6/40 [===>..........................] - ETA: 0s - loss: 1.5645 - accuracy: 0.2396
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31/40 [======================>.......] - ETA: 0s - loss: 1.5653 - accuracy: 0.2550
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40/40 [==============================] - 0s 12ms/step - loss: 1.5627 - accuracy: 0.2555
40/40 [==============================] - 1s 17ms/step - loss: 1.5627 - accuracy: 0.2555 - val_loss: 1.5531 - val_accuracy: 0.2438
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.5673 - accuracy: 0.2812
7/40 [====>.........................] - ETA: 0s - loss: 1.5574 - accuracy: 0.2679
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31/40 [======================>.......] - ETA: 0s - loss: 1.5580 - accuracy: 0.2581
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40/40 [==============================] - 0s 9ms/step - loss: 1.5550 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5550 - accuracy: 0.2555 - val_loss: 1.5454 - val_accuracy: 0.2438
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.5388 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.5665 - accuracy: 0.2188
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31/40 [======================>.......] - ETA: 0s - loss: 1.5494 - accuracy: 0.2470
37/40 [==========================>...] - ETA: 0s - loss: 1.5489 - accuracy: 0.2551
40/40 [==============================] - 0s 9ms/step - loss: 1.5478 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5478 - accuracy: 0.2555 - val_loss: 1.5381 - val_accuracy: 0.2438
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.5351 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.5356 - accuracy: 0.2455
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31/40 [======================>.......] - ETA: 0s - loss: 1.5379 - accuracy: 0.2480
37/40 [==========================>...] - ETA: 0s - loss: 1.5416 - accuracy: 0.2551
40/40 [==============================] - 0s 9ms/step - loss: 1.5410 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5410 - accuracy: 0.2555 - val_loss: 1.5316 - val_accuracy: 0.2438
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.5360 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.5350 - accuracy: 0.3036
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31/40 [======================>.......] - ETA: 0s - loss: 1.5360 - accuracy: 0.2571
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40/40 [==============================] - 0s 9ms/step - loss: 1.5346 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5346 - accuracy: 0.2555 - val_loss: 1.5256 - val_accuracy: 0.2438
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.5208 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.5300 - accuracy: 0.2098
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35/40 [=========================>....] - ETA: 0s - loss: 1.5296 - accuracy: 0.2491
40/40 [==============================] - 0s 8ms/step - loss: 1.5286 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.5286 - accuracy: 0.2555 - val_loss: 1.5200 - val_accuracy: 0.2438
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.5128 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.5394 - accuracy: 0.2768
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40/40 [==============================] - 0s 9ms/step - loss: 1.5229 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5229 - accuracy: 0.2555 - val_loss: 1.5147 - val_accuracy: 0.2438
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 1.5152 - accuracy: 0.1875
7/40 [====>.........................] - ETA: 0s - loss: 1.5141 - accuracy: 0.2411
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19/40 [=============>................] - ETA: 0s - loss: 1.5143 - accuracy: 0.2500
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31/40 [======================>.......] - ETA: 0s - loss: 1.5141 - accuracy: 0.2480
38/40 [===========================>..] - ETA: 0s - loss: 1.5177 - accuracy: 0.2533
40/40 [==============================] - 0s 9ms/step - loss: 1.5175 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5175 - accuracy: 0.2555 - val_loss: 1.5097 - val_accuracy: 0.2438
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 1.5049 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.5165 - accuracy: 0.2143
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19/40 [=============>................] - ETA: 0s - loss: 1.5155 - accuracy: 0.2533
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31/40 [======================>.......] - ETA: 0s - loss: 1.5138 - accuracy: 0.2440
37/40 [==========================>...] - ETA: 0s - loss: 1.5123 - accuracy: 0.2534
40/40 [==============================] - 0s 9ms/step - loss: 1.5124 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5124 - accuracy: 0.2555 - val_loss: 1.5050 - val_accuracy: 0.2438
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.5065 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.5087 - accuracy: 0.2634
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32/40 [=======================>......] - ETA: 0s - loss: 1.5086 - accuracy: 0.2686
38/40 [===========================>..] - ETA: 0s - loss: 1.5081 - accuracy: 0.2574
40/40 [==============================] - 0s 9ms/step - loss: 1.5074 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.5074 - accuracy: 0.2555 - val_loss: 1.5007 - val_accuracy: 0.2438
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 1.4828 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.5168 - accuracy: 0.2545
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33/40 [=======================>......] - ETA: 0s - loss: 1.5042 - accuracy: 0.2500
40/40 [==============================] - 0s 8ms/step - loss: 1.5028 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.5028 - accuracy: 0.2555 - val_loss: 1.4964 - val_accuracy: 0.2438
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.4959 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.4978 - accuracy: 0.2634
12/40 [========>.....................] - ETA: 0s - loss: 1.4966 - accuracy: 0.2839
16/40 [===========>..................] - ETA: 0s - loss: 1.4968 - accuracy: 0.2734
19/40 [=============>................] - ETA: 0s - loss: 1.5008 - accuracy: 0.2763
23/40 [================>.............] - ETA: 0s - loss: 1.4998 - accuracy: 0.2663
29/40 [====================>.........] - ETA: 0s - loss: 1.4995 - accuracy: 0.2543
35/40 [=========================>....] - ETA: 0s - loss: 1.4983 - accuracy: 0.2589
40/40 [==============================] - 0s 12ms/step - loss: 1.4983 - accuracy: 0.2555
40/40 [==============================] - 1s 17ms/step - loss: 1.4983 - accuracy: 0.2555 - val_loss: 1.4924 - val_accuracy: 0.2438
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 1.4916 - accuracy: 0.3125
6/40 [===>..........................] - ETA: 0s - loss: 1.4943 - accuracy: 0.2656
11/40 [=======>......................] - ETA: 0s - loss: 1.4925 - accuracy: 0.2528
16/40 [===========>..................] - ETA: 0s - loss: 1.4929 - accuracy: 0.2539
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31/40 [======================>.......] - ETA: 0s - loss: 1.4949 - accuracy: 0.2581
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40/40 [==============================] - 0s 11ms/step - loss: 1.4941 - accuracy: 0.2555
40/40 [==============================] - 1s 16ms/step - loss: 1.4941 - accuracy: 0.2555 - val_loss: 1.4886 - val_accuracy: 0.2438
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 1.4940 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.4913 - accuracy: 0.2679
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40/40 [==============================] - 0s 9ms/step - loss: 1.4900 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4900 - accuracy: 0.2555 - val_loss: 1.4850 - val_accuracy: 0.2438
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 1.4789 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.4808 - accuracy: 0.2768
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31/40 [======================>.......] - ETA: 0s - loss: 1.4836 - accuracy: 0.2621
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40/40 [==============================] - 0s 9ms/step - loss: 1.4862 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4862 - accuracy: 0.2555 - val_loss: 1.4816 - val_accuracy: 0.2438
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 1.4873 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.4829 - accuracy: 0.2500
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19/40 [=============>................] - ETA: 0s - loss: 1.4840 - accuracy: 0.2484
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31/40 [======================>.......] - ETA: 0s - loss: 1.4833 - accuracy: 0.2560
38/40 [===========================>..] - ETA: 0s - loss: 1.4824 - accuracy: 0.2558
40/40 [==============================] - 0s 9ms/step - loss: 1.4825 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4825 - accuracy: 0.2555 - val_loss: 1.4783 - val_accuracy: 0.2438
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 1.4848 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.4801 - accuracy: 0.2634
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40/40 [==============================] - 0s 8ms/step - loss: 1.4789 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4789 - accuracy: 0.2555 - val_loss: 1.4753 - val_accuracy: 0.2438
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 1.4862 - accuracy: 0.1562
7/40 [====>.........................] - ETA: 0s - loss: 1.4803 - accuracy: 0.2277
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40/40 [==============================] - 0s 9ms/step - loss: 1.4756 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4756 - accuracy: 0.2555 - val_loss: 1.4723 - val_accuracy: 0.2438
Epoch 24/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4778 - accuracy: 0.2143
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40/40 [==============================] - 0s 9ms/step - loss: 1.4725 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4725 - accuracy: 0.2555 - val_loss: 1.4695 - val_accuracy: 0.2438
Epoch 25/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4691 - accuracy: 0.2812
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40/40 [==============================] - 0s 9ms/step - loss: 1.4695 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4695 - accuracy: 0.2555 - val_loss: 1.4668 - val_accuracy: 0.2438
Epoch 26/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4666 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4666 - accuracy: 0.2555 - val_loss: 1.4643 - val_accuracy: 0.2438
Epoch 27/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4639 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4639 - accuracy: 0.2555 - val_loss: 1.4619 - val_accuracy: 0.2438
Epoch 28/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4613 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4613 - accuracy: 0.2555 - val_loss: 1.4595 - val_accuracy: 0.2438
Epoch 29/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4589 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4589 - accuracy: 0.2555 - val_loss: 1.4574 - val_accuracy: 0.2438
Epoch 30/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4556 - accuracy: 0.2723
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40/40 [==============================] - 0s 9ms/step - loss: 1.4566 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4566 - accuracy: 0.2555 - val_loss: 1.4552 - val_accuracy: 0.2438
Epoch 31/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4544 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4544 - accuracy: 0.2555 - val_loss: 1.4531 - val_accuracy: 0.2438
Epoch 32/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4523 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4523 - accuracy: 0.2555 - val_loss: 1.4513 - val_accuracy: 0.2438
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 1.4552 - accuracy: 0.1250
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40/40 [==============================] - 0s 9ms/step - loss: 1.4503 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4503 - accuracy: 0.2555 - val_loss: 1.4493 - val_accuracy: 0.2438
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 1.4486 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.4488 - accuracy: 0.2545
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35/40 [=========================>....] - ETA: 0s - loss: 1.4481 - accuracy: 0.2616
40/40 [==============================] - 0s 10ms/step - loss: 1.4484 - accuracy: 0.2555
40/40 [==============================] - 1s 15ms/step - loss: 1.4484 - accuracy: 0.2555 - val_loss: 1.4476 - val_accuracy: 0.2438
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 1.4492 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.4472 - accuracy: 0.2545
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31/40 [======================>.......] - ETA: 0s - loss: 1.4471 - accuracy: 0.2490
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40/40 [==============================] - 0s 9ms/step - loss: 1.4466 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4466 - accuracy: 0.2555 - val_loss: 1.4459 - val_accuracy: 0.2438
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 1.4453 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.4471 - accuracy: 0.2232
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40/40 [==============================] - 0s 9ms/step - loss: 1.4449 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4449 - accuracy: 0.2555 - val_loss: 1.4442 - val_accuracy: 0.2438
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 1.4455 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 1.4444 - accuracy: 0.2232
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40/40 [==============================] - 0s 9ms/step - loss: 1.4432 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4432 - accuracy: 0.2555 - val_loss: 1.4426 - val_accuracy: 0.2438
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 1.4510 - accuracy: 0.0938
7/40 [====>.........................] - ETA: 0s - loss: 1.4433 - accuracy: 0.2188
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34/40 [========================>.....] - ETA: 0s - loss: 1.4416 - accuracy: 0.2555
40/40 [==============================] - 0s 8ms/step - loss: 1.4416 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4416 - accuracy: 0.2555 - val_loss: 1.4411 - val_accuracy: 0.2438
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 1.4387 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.4411 - accuracy: 0.2455
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33/40 [=======================>......] - ETA: 0s - loss: 1.4397 - accuracy: 0.2652
39/40 [============================>.] - ETA: 0s - loss: 1.4400 - accuracy: 0.2572
40/40 [==============================] - 0s 8ms/step - loss: 1.4400 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4400 - accuracy: 0.2555 - val_loss: 1.4398 - val_accuracy: 0.2438
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 1.4321 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.4383 - accuracy: 0.2812
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32/40 [=======================>......] - ETA: 0s - loss: 1.4389 - accuracy: 0.2490
38/40 [===========================>..] - ETA: 0s - loss: 1.4387 - accuracy: 0.2525
40/40 [==============================] - 0s 9ms/step - loss: 1.4385 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4385 - accuracy: 0.2555 - val_loss: 1.4382 - val_accuracy: 0.2438
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 1.4326 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.4349 - accuracy: 0.3214
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31/40 [======================>.......] - ETA: 0s - loss: 1.4369 - accuracy: 0.2641
37/40 [==========================>...] - ETA: 0s - loss: 1.4372 - accuracy: 0.2568
40/40 [==============================] - 0s 9ms/step - loss: 1.4372 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4372 - accuracy: 0.2555 - val_loss: 1.4369 - val_accuracy: 0.2438
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 1.4336 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.4360 - accuracy: 0.2589
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38/40 [===========================>..] - ETA: 0s - loss: 1.4357 - accuracy: 0.2549
40/40 [==============================] - 0s 9ms/step - loss: 1.4357 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4357 - accuracy: 0.2555 - val_loss: 1.4357 - val_accuracy: 0.2438
Epoch 43/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4336 - accuracy: 0.2768
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40/40 [==============================] - 0s 9ms/step - loss: 1.4344 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4344 - accuracy: 0.2555 - val_loss: 1.4344 - val_accuracy: 0.2438
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 1.4339 - accuracy: 0.2500
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39/40 [============================>.] - ETA: 0s - loss: 1.4330 - accuracy: 0.2596
40/40 [==============================] - 0s 8ms/step - loss: 1.4332 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4332 - accuracy: 0.2555 - val_loss: 1.4333 - val_accuracy: 0.2438
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 1.4364 - accuracy: 0.1562
7/40 [====>.........................] - ETA: 0s - loss: 1.4316 - accuracy: 0.2679
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40/40 [==============================] - 0s 9ms/step - loss: 1.4319 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4319 - accuracy: 0.2555 - val_loss: 1.4321 - val_accuracy: 0.2438
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 1.4268 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.4294 - accuracy: 0.2902
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31/40 [======================>.......] - ETA: 0s - loss: 1.4309 - accuracy: 0.2530
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40/40 [==============================] - 0s 9ms/step - loss: 1.4307 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4307 - accuracy: 0.2555 - val_loss: 1.4309 - val_accuracy: 0.2438
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4302 - accuracy: 0.2411
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40/40 [==============================] - 0s 9ms/step - loss: 1.4295 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4295 - accuracy: 0.2555 - val_loss: 1.4298 - val_accuracy: 0.2438
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 1.4265 - accuracy: 0.3125
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40/40 [==============================] - 0s 9ms/step - loss: 1.4285 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4285 - accuracy: 0.2555 - val_loss: 1.4287 - val_accuracy: 0.2438
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4265 - accuracy: 0.2946
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40/40 [==============================] - 0s 9ms/step - loss: 1.4274 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4274 - accuracy: 0.2555 - val_loss: 1.4278 - val_accuracy: 0.2438
Epoch 50/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4266 - accuracy: 0.2768
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40/40 [==============================] - 0s 8ms/step - loss: 1.4263 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4263 - accuracy: 0.2555 - val_loss: 1.4268 - val_accuracy: 0.2438
Epoch 51/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4254 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4254 - accuracy: 0.2555 - val_loss: 1.4259 - val_accuracy: 0.2438
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4244 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4244 - accuracy: 0.2555 - val_loss: 1.4249 - val_accuracy: 0.2438
Epoch 53/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4234 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4234 - accuracy: 0.2555 - val_loss: 1.4241 - val_accuracy: 0.2438
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4226 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4226 - accuracy: 0.2555 - val_loss: 1.4231 - val_accuracy: 0.2438
Epoch 55/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4217 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4217 - accuracy: 0.2555 - val_loss: 1.4224 - val_accuracy: 0.2438
Epoch 56/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4209 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4209 - accuracy: 0.2555 - val_loss: 1.4216 - val_accuracy: 0.2438
Epoch 57/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4189 - accuracy: 0.2812
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40/40 [==============================] - 0s 8ms/step - loss: 1.4200 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4200 - accuracy: 0.2555 - val_loss: 1.4208 - val_accuracy: 0.2438
Epoch 58/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4192 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4192 - accuracy: 0.2555 - val_loss: 1.4201 - val_accuracy: 0.2438
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4185 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4185 - accuracy: 0.2555 - val_loss: 1.4194 - val_accuracy: 0.2438
Epoch 60/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4158 - accuracy: 0.2902
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40/40 [==============================] - 0s 8ms/step - loss: 1.4178 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4178 - accuracy: 0.2555 - val_loss: 1.4187 - val_accuracy: 0.2438
Epoch 61/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4202 - accuracy: 0.2143
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40/40 [==============================] - 0s 8ms/step - loss: 1.4171 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4171 - accuracy: 0.2555 - val_loss: 1.4178 - val_accuracy: 0.2438
Epoch 62/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4164 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4164 - accuracy: 0.2555 - val_loss: 1.4174 - val_accuracy: 0.2438
Epoch 63/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4157 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4157 - accuracy: 0.2555 - val_loss: 1.4166 - val_accuracy: 0.2438
Epoch 64/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4150 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4150 - accuracy: 0.2555 - val_loss: 1.4159 - val_accuracy: 0.2438
Epoch 65/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4144 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4144 - accuracy: 0.2555 - val_loss: 1.4153 - val_accuracy: 0.2438
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4141 - accuracy: 0.2455
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40/40 [==============================] - 0s 8ms/step - loss: 1.4138 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4138 - accuracy: 0.2555 - val_loss: 1.4147 - val_accuracy: 0.2438
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4132 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4132 - accuracy: 0.2555 - val_loss: 1.4141 - val_accuracy: 0.2438
Epoch 68/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4126 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4126 - accuracy: 0.2555 - val_loss: 1.4137 - val_accuracy: 0.2438
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4120 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4120 - accuracy: 0.2555 - val_loss: 1.4132 - val_accuracy: 0.2438
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4113 - accuracy: 0.2545
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40/40 [==============================] - 0s 8ms/step - loss: 1.4115 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4115 - accuracy: 0.2555 - val_loss: 1.4126 - val_accuracy: 0.2438
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4099 - accuracy: 0.2634
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35/40 [=========================>....] - ETA: 0s - loss: 1.4106 - accuracy: 0.2589
40/40 [==============================] - 0s 8ms/step - loss: 1.4110 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4110 - accuracy: 0.2555 - val_loss: 1.4121 - val_accuracy: 0.2438
Epoch 72/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4104 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4104 - accuracy: 0.2555 - val_loss: 1.4116 - val_accuracy: 0.2438
Epoch 73/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4099 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4099 - accuracy: 0.2555 - val_loss: 1.4111 - val_accuracy: 0.2438
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4094 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4094 - accuracy: 0.2555 - val_loss: 1.4105 - val_accuracy: 0.2438
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4094 - accuracy: 0.2545
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40/40 [==============================] - 0s 8ms/step - loss: 1.4089 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4089 - accuracy: 0.2555 - val_loss: 1.4101 - val_accuracy: 0.2438
Epoch 76/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4097 - accuracy: 0.2366
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40/40 [==============================] - 0s 8ms/step - loss: 1.4084 - accuracy: 0.2555
40/40 [==============================] - 1s 19ms/step - loss: 1.4084 - accuracy: 0.2555 - val_loss: 1.4096 - val_accuracy: 0.2438
Epoch 77/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4080 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4080 - accuracy: 0.2555 - val_loss: 1.4091 - val_accuracy: 0.2438
Epoch 78/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4076 - accuracy: 0.2266
40/40 [==============================] - 1s 13ms/step - loss: 1.4076 - accuracy: 0.2266 - val_loss: 1.4089 - val_accuracy: 0.2438
Epoch 79/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4072 - accuracy: 0.2383
40/40 [==============================] - 1s 13ms/step - loss: 1.4072 - accuracy: 0.2383 - val_loss: 1.4083 - val_accuracy: 0.2438
Epoch 80/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4067 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4067 - accuracy: 0.2555 - val_loss: 1.4079 - val_accuracy: 0.2438
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4063 - accuracy: 0.2555
40/40 [==============================] - 1s 14ms/step - loss: 1.4063 - accuracy: 0.2555 - val_loss: 1.4075 - val_accuracy: 0.2438
Epoch 82/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4059 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4059 - accuracy: 0.2555 - val_loss: 1.4072 - val_accuracy: 0.2438
Epoch 83/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4056 - accuracy: 0.2414
40/40 [==============================] - 1s 13ms/step - loss: 1.4056 - accuracy: 0.2414 - val_loss: 1.4068 - val_accuracy: 0.2438
Epoch 84/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4051 - accuracy: 0.2359
40/40 [==============================] - 1s 13ms/step - loss: 1.4051 - accuracy: 0.2359 - val_loss: 1.4063 - val_accuracy: 0.2438
Epoch 85/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4048 - accuracy: 0.2406
40/40 [==============================] - 1s 13ms/step - loss: 1.4048 - accuracy: 0.2406 - val_loss: 1.4060 - val_accuracy: 0.2344
Epoch 86/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4044 - accuracy: 0.2383
40/40 [==============================] - 1s 13ms/step - loss: 1.4044 - accuracy: 0.2383 - val_loss: 1.4057 - val_accuracy: 0.2438
Epoch 87/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4040 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4040 - accuracy: 0.2555 - val_loss: 1.4053 - val_accuracy: 0.2438
Epoch 88/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4037 - accuracy: 0.2406
40/40 [==============================] - 1s 13ms/step - loss: 1.4037 - accuracy: 0.2406 - val_loss: 1.4050 - val_accuracy: 0.2438
Epoch 89/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4033 - accuracy: 0.2469
40/40 [==============================] - 1s 13ms/step - loss: 1.4033 - accuracy: 0.2469 - val_loss: 1.4047 - val_accuracy: 0.2438
Epoch 90/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4030 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4030 - accuracy: 0.2555 - val_loss: 1.4043 - val_accuracy: 0.2438
Epoch 91/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4027 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4027 - accuracy: 0.2555 - val_loss: 1.4040 - val_accuracy: 0.2438
Epoch 92/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.3997 - accuracy: 0.2991
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40/40 [==============================] - 0s 8ms/step - loss: 1.4023 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4023 - accuracy: 0.2555 - val_loss: 1.4037 - val_accuracy: 0.2438
Epoch 93/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4021 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4021 - accuracy: 0.2555 - val_loss: 1.4033 - val_accuracy: 0.2438
Epoch 94/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4018 - accuracy: 0.2453
40/40 [==============================] - 1s 13ms/step - loss: 1.4018 - accuracy: 0.2453 - val_loss: 1.4032 - val_accuracy: 0.2344
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4015 - accuracy: 0.2422
40/40 [==============================] - 1s 14ms/step - loss: 1.4015 - accuracy: 0.2422 - val_loss: 1.4028 - val_accuracy: 0.2438
Epoch 96/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4013 - accuracy: 0.2500
40/40 [==============================] - 1s 13ms/step - loss: 1.4013 - accuracy: 0.2500 - val_loss: 1.4025 - val_accuracy: 0.2344
Epoch 97/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4009 - accuracy: 0.2477
40/40 [==============================] - 1s 13ms/step - loss: 1.4009 - accuracy: 0.2477 - val_loss: 1.4023 - val_accuracy: 0.2438
Epoch 98/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4012 - accuracy: 0.2902
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40/40 [==============================] - 0s 8ms/step - loss: 1.4007 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4007 - accuracy: 0.2555 - val_loss: 1.4020 - val_accuracy: 0.2438
Epoch 99/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4004 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 1.4004 - accuracy: 0.2555 - val_loss: 1.4017 - val_accuracy: 0.2438
Epoch 100/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.4001 - accuracy: 0.2461
40/40 [==============================] - 1s 13ms/step - loss: 1.4001 - accuracy: 0.2461 - val_loss: 1.4015 - val_accuracy: 0.23442022-11-21 20:00:38.338016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 3ms/step
13/13 [==============================] - 0s 3ms/stepWarning: Levels are not in the same order for reference and data. Refactoring data to match.[1] 0.245
Epoch 1/1002022-11-21 20:00:38.577898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 23.3771 - accuracy: 0.2188
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40/40 [==============================] - 1s 9ms/step - loss: 12.3858 - accuracy: 0.25552022-11-21 20:00:39.075818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 26ms/step - loss: 12.3858 - accuracy: 0.2555 - val_loss: 9.0201 - val_accuracy: 0.2344
Epoch 2/100
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40/40 [==============================] - 0s 8ms/step - loss: 6.2598 - accuracy: 0.2555
40/40 [==============================] - 1s 13ms/step - loss: 6.2598 - accuracy: 0.2555 - val_loss: 4.6103 - val_accuracy: 0.2313
Epoch 3/100
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7/40 [====>.........................] - ETA: 0s - loss: 4.1475 - accuracy: 0.2009
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40/40 [==============================] - 0s 8ms/step - loss: 2.9914 - accuracy: 0.1398
40/40 [==============================] - 1s 13ms/step - loss: 2.9914 - accuracy: 0.1398 - val_loss: 2.1235 - val_accuracy: 0.0688
Epoch 4/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.9523 - accuracy: 0.0625
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40/40 [==============================] - 0s 9ms/step - loss: 1.6660 - accuracy: 0.1898
40/40 [==============================] - 1s 14ms/step - loss: 1.6660 - accuracy: 0.1898 - val_loss: 1.4602 - val_accuracy: 0.4344
Epoch 5/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.4373 - accuracy: 0.4152
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40/40 [==============================] - 0s 9ms/step - loss: 1.3265 - accuracy: 0.5164
40/40 [==============================] - 1s 14ms/step - loss: 1.3265 - accuracy: 0.5164 - val_loss: 1.2757 - val_accuracy: 0.5312
Epoch 6/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.1980 - accuracy: 0.5656
40/40 [==============================] - 1s 13ms/step - loss: 1.1980 - accuracy: 0.5656 - val_loss: 1.1562 - val_accuracy: 0.5813
Epoch 7/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.1097 - accuracy: 0.5891
40/40 [==============================] - 1s 14ms/step - loss: 1.1097 - accuracy: 0.5891 - val_loss: 1.0712 - val_accuracy: 0.6250
Epoch 8/100
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40/40 [==============================] - 0s 8ms/step - loss: 1.0352 - accuracy: 0.6258
40/40 [==============================] - 1s 13ms/step - loss: 1.0352 - accuracy: 0.6258 - val_loss: 0.9990 - val_accuracy: 0.6281
Epoch 9/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.9718 - accuracy: 0.6461
40/40 [==============================] - 1s 14ms/step - loss: 0.9718 - accuracy: 0.6461 - val_loss: 0.9392 - val_accuracy: 0.6500
Epoch 10/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.9039 - accuracy: 0.6719
40/40 [==============================] - 1s 14ms/step - loss: 0.9039 - accuracy: 0.6719 - val_loss: 0.8694 - val_accuracy: 0.6656
Epoch 11/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8366 - accuracy: 0.6964
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38/40 [===========================>..] - ETA: 0s - loss: 0.8326 - accuracy: 0.6965
40/40 [==============================] - 0s 9ms/step - loss: 0.8333 - accuracy: 0.6969
40/40 [==============================] - 1s 13ms/step - loss: 0.8333 - accuracy: 0.6969 - val_loss: 0.7967 - val_accuracy: 0.6938
Epoch 12/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8271 - accuracy: 0.6741
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21/40 [==============>...............] - ETA: 0s - loss: 0.8062 - accuracy: 0.6771
28/40 [====================>.........] - ETA: 0s - loss: 0.7897 - accuracy: 0.6964
35/40 [=========================>....] - ETA: 0s - loss: 0.7726 - accuracy: 0.7018
40/40 [==============================] - 0s 8ms/step - loss: 0.7698 - accuracy: 0.7047
40/40 [==============================] - 1s 13ms/step - loss: 0.7698 - accuracy: 0.7047 - val_loss: 0.7303 - val_accuracy: 0.7031
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.7608 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.7599 - accuracy: 0.7009
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20/40 [==============>...............] - ETA: 0s - loss: 0.7376 - accuracy: 0.7406
26/40 [==================>...........] - ETA: 0s - loss: 0.7330 - accuracy: 0.7380
32/40 [=======================>......] - ETA: 0s - loss: 0.7261 - accuracy: 0.7393
38/40 [===========================>..] - ETA: 0s - loss: 0.7167 - accuracy: 0.7385
40/40 [==============================] - 0s 9ms/step - loss: 0.7105 - accuracy: 0.7461
40/40 [==============================] - 1s 13ms/step - loss: 0.7105 - accuracy: 0.7461 - val_loss: 0.6690 - val_accuracy: 0.7969
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.6568 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.6355 - accuracy: 0.8080
13/40 [========>.....................] - ETA: 0s - loss: 0.6557 - accuracy: 0.7957
19/40 [=============>................] - ETA: 0s - loss: 0.6399 - accuracy: 0.7993
25/40 [=================>............] - ETA: 0s - loss: 0.6393 - accuracy: 0.7962
31/40 [======================>.......] - ETA: 0s - loss: 0.6402 - accuracy: 0.7944
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40/40 [==============================] - 0s 9ms/step - loss: 0.6516 - accuracy: 0.7891
40/40 [==============================] - 1s 14ms/step - loss: 0.6516 - accuracy: 0.7891 - val_loss: 0.6100 - val_accuracy: 0.8125
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.6097 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.6326 - accuracy: 0.7634
13/40 [========>.....................] - ETA: 0s - loss: 0.6157 - accuracy: 0.7909
20/40 [==============>...............] - ETA: 0s - loss: 0.6242 - accuracy: 0.8000
26/40 [==================>...........] - ETA: 0s - loss: 0.6163 - accuracy: 0.8053
32/40 [=======================>......] - ETA: 0s - loss: 0.6063 - accuracy: 0.8115
39/40 [============================>.] - ETA: 0s - loss: 0.5999 - accuracy: 0.8117
40/40 [==============================] - 0s 8ms/step - loss: 0.5991 - accuracy: 0.8141
40/40 [==============================] - 1s 13ms/step - loss: 0.5991 - accuracy: 0.8141 - val_loss: 0.5573 - val_accuracy: 0.8313
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.4307 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.5494 - accuracy: 0.8527
13/40 [========>.....................] - ETA: 0s - loss: 0.5427 - accuracy: 0.8389
19/40 [=============>................] - ETA: 0s - loss: 0.5352 - accuracy: 0.8405
26/40 [==================>...........] - ETA: 0s - loss: 0.5490 - accuracy: 0.8305
33/40 [=======================>......] - ETA: 0s - loss: 0.5429 - accuracy: 0.8258
39/40 [============================>.] - ETA: 0s - loss: 0.5502 - accuracy: 0.8221
40/40 [==============================] - 0s 8ms/step - loss: 0.5518 - accuracy: 0.8203
40/40 [==============================] - 1s 13ms/step - loss: 0.5518 - accuracy: 0.8203 - val_loss: 0.5213 - val_accuracy: 0.8281
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.4556 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.5659 - accuracy: 0.8036
13/40 [========>.....................] - ETA: 0s - loss: 0.5271 - accuracy: 0.8317
20/40 [==============>...............] - ETA: 0s - loss: 0.5449 - accuracy: 0.8203
27/40 [===================>..........] - ETA: 0s - loss: 0.5405 - accuracy: 0.8183
34/40 [========================>.....] - ETA: 0s - loss: 0.5230 - accuracy: 0.8300
40/40 [==============================] - 0s 8ms/step - loss: 0.5164 - accuracy: 0.8336
40/40 [==============================] - 1s 13ms/step - loss: 0.5164 - accuracy: 0.8336 - val_loss: 0.4861 - val_accuracy: 0.8313
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.6223 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.5378 - accuracy: 0.8080
14/40 [=========>....................] - ETA: 0s - loss: 0.5310 - accuracy: 0.8103
21/40 [==============>...............] - ETA: 0s - loss: 0.5133 - accuracy: 0.8274
28/40 [====================>.........] - ETA: 0s - loss: 0.5038 - accuracy: 0.8326
35/40 [=========================>....] - ETA: 0s - loss: 0.4920 - accuracy: 0.8393
40/40 [==============================] - 0s 8ms/step - loss: 0.4924 - accuracy: 0.8344
40/40 [==============================] - 1s 13ms/step - loss: 0.4924 - accuracy: 0.8344 - val_loss: 0.4590 - val_accuracy: 0.8531
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.3404 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.5043 - accuracy: 0.8348
13/40 [========>.....................] - ETA: 0s - loss: 0.5163 - accuracy: 0.8197
19/40 [=============>................] - ETA: 0s - loss: 0.4984 - accuracy: 0.8174
25/40 [=================>............] - ETA: 0s - loss: 0.4776 - accuracy: 0.8338
31/40 [======================>.......] - ETA: 0s - loss: 0.4737 - accuracy: 0.8387
37/40 [==========================>...] - ETA: 0s - loss: 0.4703 - accuracy: 0.8395
40/40 [==============================] - 0s 9ms/step - loss: 0.4665 - accuracy: 0.8391
40/40 [==============================] - 1s 13ms/step - loss: 0.4665 - accuracy: 0.8391 - val_loss: 0.4337 - val_accuracy: 0.8469
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.4090 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3964 - accuracy: 0.8750
13/40 [========>.....................] - ETA: 0s - loss: 0.4581 - accuracy: 0.8438
19/40 [=============>................] - ETA: 0s - loss: 0.4894 - accuracy: 0.8191
25/40 [=================>............] - ETA: 0s - loss: 0.4815 - accuracy: 0.8212
31/40 [======================>.......] - ETA: 0s - loss: 0.4694 - accuracy: 0.8256
37/40 [==========================>...] - ETA: 0s - loss: 0.4542 - accuracy: 0.8370
40/40 [==============================] - 0s 9ms/step - loss: 0.4504 - accuracy: 0.8398
40/40 [==============================] - 1s 14ms/step - loss: 0.4504 - accuracy: 0.8398 - val_loss: 0.4186 - val_accuracy: 0.8562
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3336 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4245 - accuracy: 0.8661
13/40 [========>.....................] - ETA: 0s - loss: 0.3996 - accuracy: 0.8702
20/40 [==============>...............] - ETA: 0s - loss: 0.4106 - accuracy: 0.8469
27/40 [===================>..........] - ETA: 0s - loss: 0.4158 - accuracy: 0.8472
33/40 [=======================>......] - ETA: 0s - loss: 0.4300 - accuracy: 0.8438
39/40 [============================>.] - ETA: 0s - loss: 0.4301 - accuracy: 0.8454
40/40 [==============================] - 0s 8ms/step - loss: 0.4324 - accuracy: 0.8453
40/40 [==============================] - 1s 13ms/step - loss: 0.4324 - accuracy: 0.8453 - val_loss: 0.4010 - val_accuracy: 0.8656
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.4460 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3866 - accuracy: 0.8482
14/40 [=========>....................] - ETA: 0s - loss: 0.4186 - accuracy: 0.8415
20/40 [==============>...............] - ETA: 0s - loss: 0.4223 - accuracy: 0.8578
27/40 [===================>..........] - ETA: 0s - loss: 0.4223 - accuracy: 0.8565
33/40 [=======================>......] - ETA: 0s - loss: 0.4196 - accuracy: 0.8551
39/40 [============================>.] - ETA: 0s - loss: 0.4175 - accuracy: 0.8470
40/40 [==============================] - 0s 8ms/step - loss: 0.4189 - accuracy: 0.8453
40/40 [==============================] - 1s 13ms/step - loss: 0.4189 - accuracy: 0.8453 - val_loss: 0.3833 - val_accuracy: 0.8594
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.4149 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3888 - accuracy: 0.8661
13/40 [========>.....................] - ETA: 0s - loss: 0.4140 - accuracy: 0.8558
20/40 [==============>...............] - ETA: 0s - loss: 0.4168 - accuracy: 0.8500
27/40 [===================>..........] - ETA: 0s - loss: 0.4111 - accuracy: 0.8519
34/40 [========================>.....] - ETA: 0s - loss: 0.4048 - accuracy: 0.8529
40/40 [==============================] - 0s 8ms/step - loss: 0.4047 - accuracy: 0.8547
40/40 [==============================] - 1s 13ms/step - loss: 0.4047 - accuracy: 0.8547 - val_loss: 0.3708 - val_accuracy: 0.8625
Epoch 24/100
1/40 [..............................] - ETA: 1s - loss: 0.4048 - accuracy: 0.8438
4/40 [==>...........................] - ETA: 0s - loss: 0.3886 - accuracy: 0.8359
7/40 [====>.........................] - ETA: 0s - loss: 0.4041 - accuracy: 0.8571
12/40 [========>.....................] - ETA: 0s - loss: 0.3898 - accuracy: 0.8620
16/40 [===========>..................] - ETA: 0s - loss: 0.4105 - accuracy: 0.8496
20/40 [==============>...............] - ETA: 0s - loss: 0.4008 - accuracy: 0.8500
25/40 [=================>............] - ETA: 0s - loss: 0.3918 - accuracy: 0.8525
31/40 [======================>.......] - ETA: 0s - loss: 0.3900 - accuracy: 0.8518
36/40 [==========================>...] - ETA: 0s - loss: 0.3944 - accuracy: 0.8516
40/40 [==============================] - 1s 13ms/step - loss: 0.3938 - accuracy: 0.8531
40/40 [==============================] - 1s 20ms/step - loss: 0.3938 - accuracy: 0.8531 - val_loss: 0.3604 - val_accuracy: 0.8625
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.3937 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3765 - accuracy: 0.8973
13/40 [========>.....................] - ETA: 0s - loss: 0.3860 - accuracy: 0.8822
19/40 [=============>................] - ETA: 0s - loss: 0.3854 - accuracy: 0.8618
24/40 [=================>............] - ETA: 0s - loss: 0.3963 - accuracy: 0.8477
30/40 [=====================>........] - ETA: 0s - loss: 0.3913 - accuracy: 0.8542
36/40 [==========================>...] - ETA: 0s - loss: 0.3834 - accuracy: 0.8550
40/40 [==============================] - 0s 9ms/step - loss: 0.3802 - accuracy: 0.8570
40/40 [==============================] - 1s 15ms/step - loss: 0.3802 - accuracy: 0.8570 - val_loss: 0.3547 - val_accuracy: 0.8813
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.2549 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.3786 - accuracy: 0.8177
12/40 [========>.....................] - ETA: 0s - loss: 0.3782 - accuracy: 0.8385
17/40 [===========>..................] - ETA: 0s - loss: 0.3841 - accuracy: 0.8419
23/40 [================>.............] - ETA: 0s - loss: 0.3766 - accuracy: 0.8478
30/40 [=====================>........] - ETA: 0s - loss: 0.3822 - accuracy: 0.8563
36/40 [==========================>...] - ETA: 0s - loss: 0.3701 - accuracy: 0.8646
40/40 [==============================] - 0s 9ms/step - loss: 0.3699 - accuracy: 0.8633
40/40 [==============================] - 1s 15ms/step - loss: 0.3699 - accuracy: 0.8633 - val_loss: 0.3446 - val_accuracy: 0.8875
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2777 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3651 - accuracy: 0.8438
13/40 [========>.....................] - ETA: 0s - loss: 0.3902 - accuracy: 0.8486
18/40 [============>.................] - ETA: 0s - loss: 0.3718 - accuracy: 0.8524
23/40 [================>.............] - ETA: 0s - loss: 0.3755 - accuracy: 0.8519
28/40 [====================>.........] - ETA: 0s - loss: 0.3771 - accuracy: 0.8482
34/40 [========================>.....] - ETA: 0s - loss: 0.3669 - accuracy: 0.8585
39/40 [============================>.] - ETA: 0s - loss: 0.3588 - accuracy: 0.8622
40/40 [==============================] - 0s 10ms/step - loss: 0.3615 - accuracy: 0.8625
40/40 [==============================] - 1s 16ms/step - loss: 0.3615 - accuracy: 0.8625 - val_loss: 0.3320 - val_accuracy: 0.8938
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.3602 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3747 - accuracy: 0.8527
12/40 [========>.....................] - ETA: 0s - loss: 0.3668 - accuracy: 0.8698
17/40 [===========>..................] - ETA: 0s - loss: 0.3632 - accuracy: 0.8750
24/40 [=================>............] - ETA: 0s - loss: 0.3663 - accuracy: 0.8672
31/40 [======================>.......] - ETA: 0s - loss: 0.3559 - accuracy: 0.8750
38/40 [===========================>..] - ETA: 0s - loss: 0.3498 - accuracy: 0.8750
40/40 [==============================] - 0s 9ms/step - loss: 0.3518 - accuracy: 0.8734
40/40 [==============================] - 1s 14ms/step - loss: 0.3518 - accuracy: 0.8734 - val_loss: 0.3249 - val_accuracy: 0.8781
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.4044 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3824 - accuracy: 0.8616
13/40 [========>.....................] - ETA: 0s - loss: 0.3534 - accuracy: 0.8750
19/40 [=============>................] - ETA: 0s - loss: 0.3478 - accuracy: 0.8766
25/40 [=================>............] - ETA: 0s - loss: 0.3491 - accuracy: 0.8700
31/40 [======================>.......] - ETA: 0s - loss: 0.3554 - accuracy: 0.8669
37/40 [==========================>...] - ETA: 0s - loss: 0.3493 - accuracy: 0.8708
40/40 [==============================] - 0s 9ms/step - loss: 0.3477 - accuracy: 0.8734
40/40 [==============================] - 1s 14ms/step - loss: 0.3477 - accuracy: 0.8734 - val_loss: 0.3232 - val_accuracy: 0.8938
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.4495 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.3695 - accuracy: 0.8542
11/40 [=======>......................] - ETA: 0s - loss: 0.3507 - accuracy: 0.8523
17/40 [===========>..................] - ETA: 0s - loss: 0.3213 - accuracy: 0.8621
23/40 [================>.............] - ETA: 0s - loss: 0.3146 - accuracy: 0.8777
29/40 [====================>.........] - ETA: 0s - loss: 0.3204 - accuracy: 0.8707
35/40 [=========================>....] - ETA: 0s - loss: 0.3273 - accuracy: 0.8750
40/40 [==============================] - 0s 10ms/step - loss: 0.3392 - accuracy: 0.8703
40/40 [==============================] - 1s 15ms/step - loss: 0.3392 - accuracy: 0.8703 - val_loss: 0.3085 - val_accuracy: 0.9000
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2715 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3285 - accuracy: 0.8973
13/40 [========>.....................] - ETA: 0s - loss: 0.3737 - accuracy: 0.8678
19/40 [=============>................] - ETA: 0s - loss: 0.3561 - accuracy: 0.8668
25/40 [=================>............] - ETA: 0s - loss: 0.3577 - accuracy: 0.8575
31/40 [======================>.......] - ETA: 0s - loss: 0.3432 - accuracy: 0.8690
37/40 [==========================>...] - ETA: 0s - loss: 0.3347 - accuracy: 0.8792
40/40 [==============================] - 0s 9ms/step - loss: 0.3326 - accuracy: 0.8781
40/40 [==============================] - 1s 14ms/step - loss: 0.3326 - accuracy: 0.8781 - val_loss: 0.3016 - val_accuracy: 0.8969
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2126 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2896 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.2984 - accuracy: 0.9038
19/40 [=============>................] - ETA: 0s - loss: 0.3176 - accuracy: 0.8882
25/40 [=================>............] - ETA: 0s - loss: 0.3191 - accuracy: 0.8925
31/40 [======================>.......] - ETA: 0s - loss: 0.3270 - accuracy: 0.8851
37/40 [==========================>...] - ETA: 0s - loss: 0.3279 - accuracy: 0.8818
40/40 [==============================] - 0s 9ms/step - loss: 0.3251 - accuracy: 0.8820
40/40 [==============================] - 1s 14ms/step - loss: 0.3251 - accuracy: 0.8820 - val_loss: 0.3030 - val_accuracy: 0.8844
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.2675 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3547 - accuracy: 0.8929
13/40 [========>.....................] - ETA: 0s - loss: 0.3285 - accuracy: 0.8894
19/40 [=============>................] - ETA: 0s - loss: 0.3284 - accuracy: 0.8832
25/40 [=================>............] - ETA: 0s - loss: 0.3332 - accuracy: 0.8812
31/40 [======================>.......] - ETA: 0s - loss: 0.3263 - accuracy: 0.8851
37/40 [==========================>...] - ETA: 0s - loss: 0.3215 - accuracy: 0.8860
40/40 [==============================] - 0s 9ms/step - loss: 0.3254 - accuracy: 0.8828
40/40 [==============================] - 1s 14ms/step - loss: 0.3254 - accuracy: 0.8828 - val_loss: 0.2919 - val_accuracy: 0.8938
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.2687 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3247 - accuracy: 0.8795
14/40 [=========>....................] - ETA: 0s - loss: 0.3178 - accuracy: 0.8929
21/40 [==============>...............] - ETA: 0s - loss: 0.3036 - accuracy: 0.8988
28/40 [====================>.........] - ETA: 0s - loss: 0.3178 - accuracy: 0.8895
35/40 [=========================>....] - ETA: 0s - loss: 0.3186 - accuracy: 0.8866
40/40 [==============================] - 0s 8ms/step - loss: 0.3124 - accuracy: 0.8891
40/40 [==============================] - 1s 13ms/step - loss: 0.3124 - accuracy: 0.8891 - val_loss: 0.2958 - val_accuracy: 0.8969
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.1947 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.3496 - accuracy: 0.8795
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19/40 [=============>................] - ETA: 0s - loss: 0.3052 - accuracy: 0.8816
25/40 [=================>............] - ETA: 0s - loss: 0.3057 - accuracy: 0.8912
31/40 [======================>.......] - ETA: 0s - loss: 0.3183 - accuracy: 0.8861
37/40 [==========================>...] - ETA: 0s - loss: 0.3074 - accuracy: 0.8894
40/40 [==============================] - 0s 9ms/step - loss: 0.3079 - accuracy: 0.8883
40/40 [==============================] - 1s 14ms/step - loss: 0.3079 - accuracy: 0.8883 - val_loss: 0.2769 - val_accuracy: 0.9062
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.3883 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3102 - accuracy: 0.8705
13/40 [========>.....................] - ETA: 0s - loss: 0.3179 - accuracy: 0.8678
19/40 [=============>................] - ETA: 0s - loss: 0.3388 - accuracy: 0.8668
25/40 [=================>............] - ETA: 0s - loss: 0.3140 - accuracy: 0.8787
31/40 [======================>.......] - ETA: 0s - loss: 0.3032 - accuracy: 0.8821
37/40 [==========================>...] - ETA: 0s - loss: 0.2954 - accuracy: 0.8860
40/40 [==============================] - 0s 9ms/step - loss: 0.3016 - accuracy: 0.8836
40/40 [==============================] - 1s 14ms/step - loss: 0.3016 - accuracy: 0.8836 - val_loss: 0.2734 - val_accuracy: 0.9031
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2519 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2867 - accuracy: 0.9107
13/40 [========>.....................] - ETA: 0s - loss: 0.2919 - accuracy: 0.8990
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32/40 [=======================>......] - ETA: 0s - loss: 0.2994 - accuracy: 0.8916
37/40 [==========================>...] - ETA: 0s - loss: 0.2923 - accuracy: 0.8936
40/40 [==============================] - 0s 9ms/step - loss: 0.2932 - accuracy: 0.8953
40/40 [==============================] - 1s 15ms/step - loss: 0.2932 - accuracy: 0.8953 - val_loss: 0.2687 - val_accuracy: 0.9062
Epoch 38/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3116 - accuracy: 0.8571
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40/40 [==============================] - 0s 9ms/step - loss: 0.2888 - accuracy: 0.8938
40/40 [==============================] - 1s 14ms/step - loss: 0.2888 - accuracy: 0.8938 - val_loss: 0.2695 - val_accuracy: 0.9031
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2881 - accuracy: 0.9016
40/40 [==============================] - 1s 14ms/step - loss: 0.2881 - accuracy: 0.9016 - val_loss: 0.2599 - val_accuracy: 0.9062
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2794 - accuracy: 0.8973
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32/40 [=======================>......] - ETA: 0s - loss: 0.2769 - accuracy: 0.9023
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40/40 [==============================] - 0s 9ms/step - loss: 0.2863 - accuracy: 0.8961
40/40 [==============================] - 1s 14ms/step - loss: 0.2863 - accuracy: 0.8961 - val_loss: 0.2666 - val_accuracy: 0.9031
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3500 - accuracy: 0.8973
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40/40 [==============================] - 0s 9ms/step - loss: 0.2742 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.2742 - accuracy: 0.9031 - val_loss: 0.2558 - val_accuracy: 0.9094
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2771 - accuracy: 0.8839
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40/40 [==============================] - 0s 9ms/step - loss: 0.2749 - accuracy: 0.8945
40/40 [==============================] - 1s 14ms/step - loss: 0.2749 - accuracy: 0.8945 - val_loss: 0.2533 - val_accuracy: 0.9094
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.3832 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3046 - accuracy: 0.8929
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37/40 [==========================>...] - ETA: 0s - loss: 0.2620 - accuracy: 0.9020
40/40 [==============================] - 0s 9ms/step - loss: 0.2709 - accuracy: 0.8984
40/40 [==============================] - 1s 14ms/step - loss: 0.2709 - accuracy: 0.8984 - val_loss: 0.2472 - val_accuracy: 0.9156
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.3831 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.2735 - accuracy: 0.8795
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38/40 [===========================>..] - ETA: 0s - loss: 0.2660 - accuracy: 0.9087
40/40 [==============================] - 0s 9ms/step - loss: 0.2632 - accuracy: 0.9102
40/40 [==============================] - 1s 14ms/step - loss: 0.2632 - accuracy: 0.9102 - val_loss: 0.2384 - val_accuracy: 0.9187
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1878 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2330 - accuracy: 0.9420
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35/40 [=========================>....] - ETA: 0s - loss: 0.2517 - accuracy: 0.9080
40/40 [==============================] - 0s 8ms/step - loss: 0.2594 - accuracy: 0.9055
40/40 [==============================] - 1s 13ms/step - loss: 0.2594 - accuracy: 0.9055 - val_loss: 0.2359 - val_accuracy: 0.9125
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2292 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.2569 - accuracy: 0.9070
40/40 [==============================] - 1s 15ms/step - loss: 0.2569 - accuracy: 0.9070 - val_loss: 0.2427 - val_accuracy: 0.9156
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1887 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.2566 - accuracy: 0.9093
37/40 [==========================>...] - ETA: 0s - loss: 0.2579 - accuracy: 0.9079
40/40 [==============================] - 0s 9ms/step - loss: 0.2598 - accuracy: 0.9070
40/40 [==============================] - 1s 14ms/step - loss: 0.2598 - accuracy: 0.9070 - val_loss: 0.2311 - val_accuracy: 0.9219
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1711 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.3109 - accuracy: 0.8854
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30/40 [=====================>........] - ETA: 0s - loss: 0.2539 - accuracy: 0.9135
36/40 [==========================>...] - ETA: 0s - loss: 0.2585 - accuracy: 0.9089
40/40 [==============================] - 0s 9ms/step - loss: 0.2522 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2522 - accuracy: 0.9125 - val_loss: 0.2338 - val_accuracy: 0.9094
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.3787 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.2434 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2397 - accuracy: 0.9173
37/40 [==========================>...] - ETA: 0s - loss: 0.2515 - accuracy: 0.9122
40/40 [==============================] - 0s 9ms/step - loss: 0.2523 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2523 - accuracy: 0.9125 - val_loss: 0.2313 - val_accuracy: 0.9219
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.2487 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2355 - accuracy: 0.9152
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33/40 [=======================>......] - ETA: 0s - loss: 0.2514 - accuracy: 0.9110
40/40 [==============================] - 0s 9ms/step - loss: 0.2451 - accuracy: 0.9133
40/40 [==============================] - 1s 13ms/step - loss: 0.2451 - accuracy: 0.9133 - val_loss: 0.2261 - val_accuracy: 0.9375
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.1520 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3074 - accuracy: 0.8929
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33/40 [=======================>......] - ETA: 0s - loss: 0.2310 - accuracy: 0.9176
39/40 [============================>.] - ETA: 0s - loss: 0.2414 - accuracy: 0.9143
40/40 [==============================] - 0s 9ms/step - loss: 0.2458 - accuracy: 0.9148
40/40 [==============================] - 1s 14ms/step - loss: 0.2458 - accuracy: 0.9148 - val_loss: 0.2292 - val_accuracy: 0.9344
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.2068 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.3499 - accuracy: 0.8646
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36/40 [==========================>...] - ETA: 0s - loss: 0.2606 - accuracy: 0.9097
40/40 [==============================] - 0s 9ms/step - loss: 0.2524 - accuracy: 0.9117
40/40 [==============================] - 1s 14ms/step - loss: 0.2524 - accuracy: 0.9117 - val_loss: 0.2221 - val_accuracy: 0.9344
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.1579 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2095 - accuracy: 0.9196
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31/40 [======================>.......] - ETA: 0s - loss: 0.2367 - accuracy: 0.9103
37/40 [==========================>...] - ETA: 0s - loss: 0.2390 - accuracy: 0.9155
40/40 [==============================] - 0s 9ms/step - loss: 0.2385 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2385 - accuracy: 0.9156 - val_loss: 0.2173 - val_accuracy: 0.9250
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.1178 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2780 - accuracy: 0.9196
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31/40 [======================>.......] - ETA: 0s - loss: 0.2505 - accuracy: 0.9113
37/40 [==========================>...] - ETA: 0s - loss: 0.2401 - accuracy: 0.9147
40/40 [==============================] - 0s 9ms/step - loss: 0.2352 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2352 - accuracy: 0.9156 - val_loss: 0.2292 - val_accuracy: 0.9000
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.2223 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2531 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2135 - accuracy: 0.9274
37/40 [==========================>...] - ETA: 0s - loss: 0.2320 - accuracy: 0.9223
40/40 [==============================] - 0s 9ms/step - loss: 0.2332 - accuracy: 0.9203
40/40 [==============================] - 1s 14ms/step - loss: 0.2332 - accuracy: 0.9203 - val_loss: 0.2131 - val_accuracy: 0.9219
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.3261 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2994 - accuracy: 0.8929
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40/40 [==============================] - 0s 8ms/step - loss: 0.2308 - accuracy: 0.9195
40/40 [==============================] - 1s 13ms/step - loss: 0.2308 - accuracy: 0.9195 - val_loss: 0.2097 - val_accuracy: 0.9375
Epoch 57/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2034 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.2283 - accuracy: 0.9244
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40/40 [==============================] - 0s 9ms/step - loss: 0.2272 - accuracy: 0.9211
40/40 [==============================] - 1s 14ms/step - loss: 0.2272 - accuracy: 0.9211 - val_loss: 0.2220 - val_accuracy: 0.9031
Epoch 58/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2989 - accuracy: 0.8929
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31/40 [======================>.......] - ETA: 0s - loss: 0.2325 - accuracy: 0.9143
37/40 [==========================>...] - ETA: 0s - loss: 0.2419 - accuracy: 0.9122
40/40 [==============================] - 0s 9ms/step - loss: 0.2351 - accuracy: 0.9141
40/40 [==============================] - 1s 14ms/step - loss: 0.2351 - accuracy: 0.9141 - val_loss: 0.2092 - val_accuracy: 0.9313
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1400 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.2117 - accuracy: 0.9264
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40/40 [==============================] - 0s 9ms/step - loss: 0.2272 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.2272 - accuracy: 0.9227 - val_loss: 0.2061 - val_accuracy: 0.9187
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.0720 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1932 - accuracy: 0.9107
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34/40 [========================>.....] - ETA: 0s - loss: 0.2079 - accuracy: 0.9274
39/40 [============================>.] - ETA: 0s - loss: 0.2200 - accuracy: 0.9239
40/40 [==============================] - 0s 10ms/step - loss: 0.2211 - accuracy: 0.9234
40/40 [==============================] - 1s 15ms/step - loss: 0.2211 - accuracy: 0.9234 - val_loss: 0.2078 - val_accuracy: 0.9406
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.2583 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.1971 - accuracy: 0.9062
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40/40 [==============================] - 0s 9ms/step - loss: 0.2245 - accuracy: 0.9187
40/40 [==============================] - 1s 14ms/step - loss: 0.2245 - accuracy: 0.9187 - val_loss: 0.2080 - val_accuracy: 0.9156
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.1752 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2325 - accuracy: 0.9010
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34/40 [========================>.....] - ETA: 0s - loss: 0.2221 - accuracy: 0.9200
40/40 [==============================] - 0s 9ms/step - loss: 0.2183 - accuracy: 0.9203
40/40 [==============================] - 1s 14ms/step - loss: 0.2183 - accuracy: 0.9203 - val_loss: 0.2024 - val_accuracy: 0.9344
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.3446 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2123 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.2179 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2179 - accuracy: 0.9258 - val_loss: 0.1978 - val_accuracy: 0.9375
Epoch 64/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1883 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.2136 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.2136 - accuracy: 0.9227 - val_loss: 0.2012 - val_accuracy: 0.9375
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.0758 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2291 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.2173 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.2173 - accuracy: 0.9227 - val_loss: 0.2029 - val_accuracy: 0.9156
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2107 - accuracy: 0.9289
40/40 [==============================] - 1s 14ms/step - loss: 0.2107 - accuracy: 0.9289 - val_loss: 0.1975 - val_accuracy: 0.9313
Epoch 67/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2121 - accuracy: 0.9266
40/40 [==============================] - 1s 13ms/step - loss: 0.2121 - accuracy: 0.9266 - val_loss: 0.1938 - val_accuracy: 0.9438
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2092 - accuracy: 0.9234
40/40 [==============================] - 1s 14ms/step - loss: 0.2092 - accuracy: 0.9234 - val_loss: 0.1934 - val_accuracy: 0.9406
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2075 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.2075 - accuracy: 0.9320 - val_loss: 0.1923 - val_accuracy: 0.9438
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2569 - accuracy: 0.9063
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39/40 [============================>.] - ETA: 0s - loss: 0.2110 - accuracy: 0.9303
40/40 [==============================] - 0s 10ms/step - loss: 0.2098 - accuracy: 0.9313
40/40 [==============================] - 1s 15ms/step - loss: 0.2098 - accuracy: 0.9313 - val_loss: 0.2007 - val_accuracy: 0.9125
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.0888 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1821 - accuracy: 0.9330
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40/40 [==============================] - 0s 8ms/step - loss: 0.2071 - accuracy: 0.9320
40/40 [==============================] - 1s 13ms/step - loss: 0.2071 - accuracy: 0.9320 - val_loss: 0.1882 - val_accuracy: 0.9438
Epoch 72/100
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32/40 [=======================>......] - ETA: 0s - loss: 0.2108 - accuracy: 0.9258
39/40 [============================>.] - ETA: 0s - loss: 0.2011 - accuracy: 0.9311
40/40 [==============================] - 0s 9ms/step - loss: 0.1992 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.1992 - accuracy: 0.9320 - val_loss: 0.2022 - val_accuracy: 0.9187
Epoch 73/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2022 - accuracy: 0.9281
40/40 [==============================] - 1s 13ms/step - loss: 0.2022 - accuracy: 0.9281 - val_loss: 0.1922 - val_accuracy: 0.9375
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1369 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.2018 - accuracy: 0.9344
40/40 [==============================] - 1s 14ms/step - loss: 0.2018 - accuracy: 0.9344 - val_loss: 0.1868 - val_accuracy: 0.9438
Epoch 75/100
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32/40 [=======================>......] - ETA: 0s - loss: 0.1960 - accuracy: 0.9326
38/40 [===========================>..] - ETA: 0s - loss: 0.1991 - accuracy: 0.9293
40/40 [==============================] - 0s 9ms/step - loss: 0.1995 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.1995 - accuracy: 0.9297 - val_loss: 0.1930 - val_accuracy: 0.9250
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2039 - accuracy: 0.9313
40/40 [==============================] - 1s 14ms/step - loss: 0.2039 - accuracy: 0.9313 - val_loss: 0.1873 - val_accuracy: 0.9406
Epoch 77/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1961 - accuracy: 0.9317
40/40 [==============================] - 0s 9ms/step - loss: 0.1952 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.1952 - accuracy: 0.9328 - val_loss: 0.1858 - val_accuracy: 0.9375
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1526 - accuracy: 0.9420
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34/40 [========================>.....] - ETA: 0s - loss: 0.1954 - accuracy: 0.9375
40/40 [==============================] - 0s 8ms/step - loss: 0.1956 - accuracy: 0.9383
40/40 [==============================] - 1s 13ms/step - loss: 0.1956 - accuracy: 0.9383 - val_loss: 0.1857 - val_accuracy: 0.9438
Epoch 79/100
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27/40 [===================>..........] - ETA: 0s - loss: 0.1996 - accuracy: 0.9363
34/40 [========================>.....] - ETA: 0s - loss: 0.2087 - accuracy: 0.9338
40/40 [==============================] - 0s 8ms/step - loss: 0.2070 - accuracy: 0.9328
40/40 [==============================] - 1s 13ms/step - loss: 0.2070 - accuracy: 0.9328 - val_loss: 0.1812 - val_accuracy: 0.9438
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2325 - accuracy: 0.9107
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32/40 [=======================>......] - ETA: 0s - loss: 0.2163 - accuracy: 0.9297
38/40 [===========================>..] - ETA: 0s - loss: 0.2141 - accuracy: 0.9243
40/40 [==============================] - 0s 9ms/step - loss: 0.2092 - accuracy: 0.9266
40/40 [==============================] - 1s 14ms/step - loss: 0.2092 - accuracy: 0.9266 - val_loss: 0.1820 - val_accuracy: 0.9438
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1894 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1894 - accuracy: 0.9367 - val_loss: 0.1788 - val_accuracy: 0.9406
Epoch 82/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1504 - accuracy: 0.9286
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38/40 [===========================>..] - ETA: 0s - loss: 0.2030 - accuracy: 0.9317
40/40 [==============================] - 0s 9ms/step - loss: 0.1995 - accuracy: 0.9328
40/40 [==============================] - 1s 13ms/step - loss: 0.1995 - accuracy: 0.9328 - val_loss: 0.1807 - val_accuracy: 0.9438
Epoch 83/100
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37/40 [==========================>...] - ETA: 0s - loss: 0.1973 - accuracy: 0.9341
40/40 [==============================] - 0s 9ms/step - loss: 0.1965 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1965 - accuracy: 0.9359 - val_loss: 0.1809 - val_accuracy: 0.9406
Epoch 84/100
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34/40 [========================>.....] - ETA: 0s - loss: 0.1865 - accuracy: 0.9403
40/40 [==============================] - 0s 8ms/step - loss: 0.1846 - accuracy: 0.9383
40/40 [==============================] - 1s 13ms/step - loss: 0.1846 - accuracy: 0.9383 - val_loss: 0.1829 - val_accuracy: 0.9406
Epoch 85/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2202 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1980 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1980 - accuracy: 0.9391 - val_loss: 0.1781 - val_accuracy: 0.9438
Epoch 86/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1663 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1860 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1860 - accuracy: 0.9367 - val_loss: 0.1808 - val_accuracy: 0.9406
Epoch 87/100
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37/40 [==========================>...] - ETA: 0s - loss: 0.1881 - accuracy: 0.9383
40/40 [==============================] - 0s 9ms/step - loss: 0.1851 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1851 - accuracy: 0.9383 - val_loss: 0.1743 - val_accuracy: 0.9375
Epoch 88/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1758 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1833 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1833 - accuracy: 0.9383 - val_loss: 0.1790 - val_accuracy: 0.9469
Epoch 89/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1891 - accuracy: 0.9383
40/40 [==============================] - 0s 9ms/step - loss: 0.1871 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1871 - accuracy: 0.9375 - val_loss: 0.1744 - val_accuracy: 0.9406
Epoch 90/100
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34/40 [========================>.....] - ETA: 0s - loss: 0.1915 - accuracy: 0.9347
40/40 [==============================] - 0s 8ms/step - loss: 0.1930 - accuracy: 0.9328
40/40 [==============================] - 1s 13ms/step - loss: 0.1930 - accuracy: 0.9328 - val_loss: 0.2028 - val_accuracy: 0.9187
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1914 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1914 - accuracy: 0.9359 - val_loss: 0.1732 - val_accuracy: 0.9438
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1799 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1799 - accuracy: 0.9422 - val_loss: 0.1751 - val_accuracy: 0.9375
Epoch 93/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1839 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1839 - accuracy: 0.9359 - val_loss: 0.1803 - val_accuracy: 0.9313
Epoch 94/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1843 - accuracy: 0.9367
40/40 [==============================] - 1s 13ms/step - loss: 0.1843 - accuracy: 0.9367 - val_loss: 0.1747 - val_accuracy: 0.9406
Epoch 95/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1872 - accuracy: 0.9286
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40/40 [==============================] - 0s 8ms/step - loss: 0.1867 - accuracy: 0.9406
40/40 [==============================] - 1s 13ms/step - loss: 0.1867 - accuracy: 0.9406 - val_loss: 0.1755 - val_accuracy: 0.9469
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1851 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1851 - accuracy: 0.9375 - val_loss: 0.1739 - val_accuracy: 0.9469
Epoch 97/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2874 - accuracy: 0.8973
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40/40 [==============================] - 0s 9ms/step - loss: 0.1749 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1749 - accuracy: 0.9383 - val_loss: 0.1713 - val_accuracy: 0.9406
Epoch 98/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1965 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.1814 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1814 - accuracy: 0.9438 - val_loss: 0.1745 - val_accuracy: 0.9438
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1596 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1858 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.1858 - accuracy: 0.9336 - val_loss: 0.1765 - val_accuracy: 0.9406
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1448 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1440 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1774 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1774 - accuracy: 0.9406 - val_loss: 0.1713 - val_accuracy: 0.94692022-11-21 20:01:34.554209: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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[1] 0.955
Epoch 1/1002022-11-21 20:01:34.800174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 31.7183 - accuracy: 0.3125
6/40 [===>..........................] - ETA: 0s - loss: 24.5992 - accuracy: 0.2917
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25/40 [=================>............] - ETA: 0s - loss: 13.6248 - accuracy: 0.2825
31/40 [======================>.......] - ETA: 0s - loss: 11.8562 - accuracy: 0.2792
37/40 [==========================>...] - ETA: 0s - loss: 10.6996 - accuracy: 0.2931
40/40 [==============================] - 1s 9ms/step - loss: 10.2197 - accuracy: 0.30162022-11-21 20:01:35.324745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 27ms/step - loss: 10.2197 - accuracy: 0.3016 - val_loss: 4.6781 - val_accuracy: 0.3906
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 2.4488 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 4.2782 - accuracy: 0.4554
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32/40 [=======================>......] - ETA: 0s - loss: 3.8592 - accuracy: 0.4238
38/40 [===========================>..] - ETA: 0s - loss: 3.8334 - accuracy: 0.4211
40/40 [==============================] - 0s 9ms/step - loss: 3.8228 - accuracy: 0.4234
40/40 [==============================] - 1s 14ms/step - loss: 3.8228 - accuracy: 0.4234 - val_loss: 3.4155 - val_accuracy: 0.4281
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 3.4818 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 2.8863 - accuracy: 0.4911
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31/40 [======================>.......] - ETA: 0s - loss: 2.9715 - accuracy: 0.4688
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40/40 [==============================] - 0s 9ms/step - loss: 2.8884 - accuracy: 0.4609
40/40 [==============================] - 1s 14ms/step - loss: 2.8884 - accuracy: 0.4609 - val_loss: 2.5649 - val_accuracy: 0.4500
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 3.0505 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 2.5739 - accuracy: 0.4777
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25/40 [=================>............] - ETA: 0s - loss: 2.2971 - accuracy: 0.4887
32/40 [=======================>......] - ETA: 0s - loss: 2.2310 - accuracy: 0.4990
38/40 [===========================>..] - ETA: 0s - loss: 2.1776 - accuracy: 0.5016
40/40 [==============================] - 0s 9ms/step - loss: 2.1565 - accuracy: 0.5031
40/40 [==============================] - 1s 14ms/step - loss: 2.1565 - accuracy: 0.5031 - val_loss: 1.8519 - val_accuracy: 0.5375
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 2.5691 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 2.2131 - accuracy: 0.5089
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32/40 [=======================>......] - ETA: 0s - loss: 1.6052 - accuracy: 0.5625
39/40 [============================>.] - ETA: 0s - loss: 1.5565 - accuracy: 0.5641
40/40 [==============================] - 0s 9ms/step - loss: 1.5652 - accuracy: 0.5617
40/40 [==============================] - 1s 13ms/step - loss: 1.5652 - accuracy: 0.5617 - val_loss: 1.3881 - val_accuracy: 0.6000
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.5216 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 1.2441 - accuracy: 0.6116
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31/40 [======================>.......] - ETA: 0s - loss: 1.2328 - accuracy: 0.6119
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40/40 [==============================] - 0s 9ms/step - loss: 1.2015 - accuracy: 0.6250
40/40 [==============================] - 1s 14ms/step - loss: 1.2015 - accuracy: 0.6250 - val_loss: 1.0798 - val_accuracy: 0.6625
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.9465 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.0752 - accuracy: 0.6429
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31/40 [======================>.......] - ETA: 0s - loss: 0.9800 - accuracy: 0.6734
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40/40 [==============================] - 0s 9ms/step - loss: 0.9747 - accuracy: 0.6781
40/40 [==============================] - 1s 14ms/step - loss: 0.9747 - accuracy: 0.6781 - val_loss: 0.8859 - val_accuracy: 0.6969
Epoch 8/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9399 - accuracy: 0.7098
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32/40 [=======================>......] - ETA: 0s - loss: 0.8321 - accuracy: 0.7129
38/40 [===========================>..] - ETA: 0s - loss: 0.8479 - accuracy: 0.7196
40/40 [==============================] - 0s 9ms/step - loss: 0.8756 - accuracy: 0.7203
40/40 [==============================] - 1s 14ms/step - loss: 0.8756 - accuracy: 0.7203 - val_loss: 0.8019 - val_accuracy: 0.7531
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.1207 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.8606 - accuracy: 0.7589
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32/40 [=======================>......] - ETA: 0s - loss: 0.7867 - accuracy: 0.7598
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40/40 [==============================] - 0s 9ms/step - loss: 0.7598 - accuracy: 0.7570
40/40 [==============================] - 1s 14ms/step - loss: 0.7598 - accuracy: 0.7570 - val_loss: 0.7219 - val_accuracy: 0.8000
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.4525 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.7054 - accuracy: 0.7768
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31/40 [======================>.......] - ETA: 0s - loss: 0.7567 - accuracy: 0.7500
38/40 [===========================>..] - ETA: 0s - loss: 0.7159 - accuracy: 0.7615
40/40 [==============================] - 0s 9ms/step - loss: 0.7035 - accuracy: 0.7656
40/40 [==============================] - 1s 13ms/step - loss: 0.7035 - accuracy: 0.7656 - val_loss: 0.6980 - val_accuracy: 0.7781
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.5169 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5625 - accuracy: 0.8036
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40/40 [==============================] - 0s 8ms/step - loss: 0.6628 - accuracy: 0.7969
40/40 [==============================] - 1s 19ms/step - loss: 0.6628 - accuracy: 0.7969 - val_loss: 0.6410 - val_accuracy: 0.7844
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.6332 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.6346 - accuracy: 0.7277
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40/40 [==============================] - 0s 10ms/step - loss: 0.6161 - accuracy: 0.7875
40/40 [==============================] - 1s 15ms/step - loss: 0.6161 - accuracy: 0.7875 - val_loss: 0.5938 - val_accuracy: 0.8250
Epoch 13/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.6536 - accuracy: 0.7865
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40/40 [==============================] - 0s 9ms/step - loss: 0.5602 - accuracy: 0.8188
40/40 [==============================] - 1s 14ms/step - loss: 0.5602 - accuracy: 0.8188 - val_loss: 0.5715 - val_accuracy: 0.8469
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.4819 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5970 - accuracy: 0.8393
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31/40 [======================>.......] - ETA: 0s - loss: 0.5252 - accuracy: 0.8357
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40/40 [==============================] - 0s 9ms/step - loss: 0.5167 - accuracy: 0.8359
40/40 [==============================] - 1s 14ms/step - loss: 0.5167 - accuracy: 0.8359 - val_loss: 0.4955 - val_accuracy: 0.8594
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.9150 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.5106 - accuracy: 0.8527
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31/40 [======================>.......] - ETA: 0s - loss: 0.4778 - accuracy: 0.8498
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40/40 [==============================] - 0s 9ms/step - loss: 0.4680 - accuracy: 0.8516
40/40 [==============================] - 1s 14ms/step - loss: 0.4680 - accuracy: 0.8516 - val_loss: 0.4639 - val_accuracy: 0.8625
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.5702 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4787 - accuracy: 0.8259
14/40 [=========>....................] - ETA: 0s - loss: 0.4037 - accuracy: 0.8594
21/40 [==============>...............] - ETA: 0s - loss: 0.4485 - accuracy: 0.8527
28/40 [====================>.........] - ETA: 0s - loss: 0.4283 - accuracy: 0.8616
35/40 [=========================>....] - ETA: 0s - loss: 0.4297 - accuracy: 0.8625
40/40 [==============================] - 0s 8ms/step - loss: 0.4477 - accuracy: 0.8609
40/40 [==============================] - 1s 13ms/step - loss: 0.4477 - accuracy: 0.8609 - val_loss: 0.4530 - val_accuracy: 0.8531
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.3202 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4681 - accuracy: 0.8214
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31/40 [======================>.......] - ETA: 0s - loss: 0.4135 - accuracy: 0.8609
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40/40 [==============================] - 0s 9ms/step - loss: 0.4246 - accuracy: 0.8625
40/40 [==============================] - 1s 14ms/step - loss: 0.4246 - accuracy: 0.8625 - val_loss: 0.4309 - val_accuracy: 0.8688
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.2635 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.4259 - accuracy: 0.8705
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40/40 [==============================] - 0s 9ms/step - loss: 0.4021 - accuracy: 0.8758
40/40 [==============================] - 1s 14ms/step - loss: 0.4021 - accuracy: 0.8758 - val_loss: 0.4246 - val_accuracy: 0.8656
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.3498 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3384 - accuracy: 0.8795
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31/40 [======================>.......] - ETA: 0s - loss: 0.3836 - accuracy: 0.8730
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40/40 [==============================] - 0s 9ms/step - loss: 0.3903 - accuracy: 0.8727
40/40 [==============================] - 1s 14ms/step - loss: 0.3903 - accuracy: 0.8727 - val_loss: 0.4032 - val_accuracy: 0.8719
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.2216 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2949 - accuracy: 0.8839
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40/40 [==============================] - 0s 9ms/step - loss: 0.3722 - accuracy: 0.8781
40/40 [==============================] - 1s 14ms/step - loss: 0.3722 - accuracy: 0.8781 - val_loss: 0.3831 - val_accuracy: 0.8781
Epoch 21/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3966 - accuracy: 0.8795
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33/40 [=======================>......] - ETA: 0s - loss: 0.3773 - accuracy: 0.8797
40/40 [==============================] - 0s 9ms/step - loss: 0.3655 - accuracy: 0.8836
40/40 [==============================] - 1s 13ms/step - loss: 0.3655 - accuracy: 0.8836 - val_loss: 0.3797 - val_accuracy: 0.8781
Epoch 22/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3125 - accuracy: 0.8958
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36/40 [==========================>...] - ETA: 0s - loss: 0.3532 - accuracy: 0.8958
40/40 [==============================] - 0s 9ms/step - loss: 0.3446 - accuracy: 0.8961
40/40 [==============================] - 1s 14ms/step - loss: 0.3446 - accuracy: 0.8961 - val_loss: 0.3659 - val_accuracy: 0.8813
Epoch 23/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2450 - accuracy: 0.8973
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31/40 [======================>.......] - ETA: 0s - loss: 0.3463 - accuracy: 0.8861
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40/40 [==============================] - 0s 9ms/step - loss: 0.3383 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.3383 - accuracy: 0.8898 - val_loss: 0.3573 - val_accuracy: 0.8781
Epoch 24/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3211 - accuracy: 0.9018
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25/40 [=================>............] - ETA: 0s - loss: 0.3166 - accuracy: 0.8925
31/40 [======================>.......] - ETA: 0s - loss: 0.3213 - accuracy: 0.8891
37/40 [==========================>...] - ETA: 0s - loss: 0.3309 - accuracy: 0.8877
40/40 [==============================] - 0s 9ms/step - loss: 0.3258 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.3258 - accuracy: 0.8898 - val_loss: 0.3548 - val_accuracy: 0.8719
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.4530 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.3320 - accuracy: 0.8884
13/40 [========>.....................] - ETA: 0s - loss: 0.2945 - accuracy: 0.8966
19/40 [=============>................] - ETA: 0s - loss: 0.3073 - accuracy: 0.8980
25/40 [=================>............] - ETA: 0s - loss: 0.2931 - accuracy: 0.9000
31/40 [======================>.......] - ETA: 0s - loss: 0.3118 - accuracy: 0.9002
38/40 [===========================>..] - ETA: 0s - loss: 0.3215 - accuracy: 0.8956
40/40 [==============================] - 0s 9ms/step - loss: 0.3170 - accuracy: 0.8984
40/40 [==============================] - 1s 14ms/step - loss: 0.3170 - accuracy: 0.8984 - val_loss: 0.3430 - val_accuracy: 0.8719
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.4374 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3897 - accuracy: 0.8750
13/40 [========>.....................] - ETA: 0s - loss: 0.3241 - accuracy: 0.8894
19/40 [=============>................] - ETA: 0s - loss: 0.3388 - accuracy: 0.8865
25/40 [=================>............] - ETA: 0s - loss: 0.3107 - accuracy: 0.8950
31/40 [======================>.......] - ETA: 0s - loss: 0.3029 - accuracy: 0.9012
37/40 [==========================>...] - ETA: 0s - loss: 0.3157 - accuracy: 0.8970
40/40 [==============================] - 0s 9ms/step - loss: 0.3157 - accuracy: 0.8984
40/40 [==============================] - 1s 14ms/step - loss: 0.3157 - accuracy: 0.8984 - val_loss: 0.3403 - val_accuracy: 0.8906
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.4427 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3312 - accuracy: 0.8839
14/40 [=========>....................] - ETA: 0s - loss: 0.3127 - accuracy: 0.8973
21/40 [==============>...............] - ETA: 0s - loss: 0.3054 - accuracy: 0.8988
28/40 [====================>.........] - ETA: 0s - loss: 0.2850 - accuracy: 0.8984
35/40 [=========================>....] - ETA: 0s - loss: 0.2961 - accuracy: 0.8982
40/40 [==============================] - 0s 8ms/step - loss: 0.3074 - accuracy: 0.8977
40/40 [==============================] - 1s 13ms/step - loss: 0.3074 - accuracy: 0.8977 - val_loss: 0.3275 - val_accuracy: 0.8906
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.4925 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2989 - accuracy: 0.8929
13/40 [========>.....................] - ETA: 0s - loss: 0.3466 - accuracy: 0.8798
19/40 [=============>................] - ETA: 0s - loss: 0.3019 - accuracy: 0.8980
24/40 [=================>............] - ETA: 0s - loss: 0.2959 - accuracy: 0.9036
30/40 [=====================>........] - ETA: 0s - loss: 0.2850 - accuracy: 0.9063
36/40 [==========================>...] - ETA: 0s - loss: 0.3120 - accuracy: 0.8993
40/40 [==============================] - 0s 9ms/step - loss: 0.2978 - accuracy: 0.9039
40/40 [==============================] - 1s 15ms/step - loss: 0.2978 - accuracy: 0.9039 - val_loss: 0.3560 - val_accuracy: 0.8875
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.1978 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3222 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.3508 - accuracy: 0.8966
19/40 [=============>................] - ETA: 0s - loss: 0.3275 - accuracy: 0.9030
25/40 [=================>............] - ETA: 0s - loss: 0.2977 - accuracy: 0.9013
31/40 [======================>.......] - ETA: 0s - loss: 0.3033 - accuracy: 0.8972
37/40 [==========================>...] - ETA: 0s - loss: 0.3141 - accuracy: 0.8944
40/40 [==============================] - 0s 9ms/step - loss: 0.2983 - accuracy: 0.8992
40/40 [==============================] - 1s 14ms/step - loss: 0.2983 - accuracy: 0.8992 - val_loss: 0.3092 - val_accuracy: 0.8875
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2224 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2604 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.2617 - accuracy: 0.8990
19/40 [=============>................] - ETA: 0s - loss: 0.2555 - accuracy: 0.9079
25/40 [=================>............] - ETA: 0s - loss: 0.2429 - accuracy: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.2710 - accuracy: 0.9133
37/40 [==========================>...] - ETA: 0s - loss: 0.2907 - accuracy: 0.9088
40/40 [==============================] - 0s 9ms/step - loss: 0.2877 - accuracy: 0.9078
40/40 [==============================] - 1s 14ms/step - loss: 0.2877 - accuracy: 0.9078 - val_loss: 0.3075 - val_accuracy: 0.8969
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.3295 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3434 - accuracy: 0.8839
13/40 [========>.....................] - ETA: 0s - loss: 0.3108 - accuracy: 0.8966
19/40 [=============>................] - ETA: 0s - loss: 0.3168 - accuracy: 0.9046
25/40 [=================>............] - ETA: 0s - loss: 0.2955 - accuracy: 0.9038
31/40 [======================>.......] - ETA: 0s - loss: 0.2801 - accuracy: 0.9093
37/40 [==========================>...] - ETA: 0s - loss: 0.2749 - accuracy: 0.9071
40/40 [==============================] - 0s 9ms/step - loss: 0.2871 - accuracy: 0.9047
40/40 [==============================] - 1s 14ms/step - loss: 0.2871 - accuracy: 0.9047 - val_loss: 0.3117 - val_accuracy: 0.8938
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.1822 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2811 - accuracy: 0.8973
13/40 [========>.....................] - ETA: 0s - loss: 0.2493 - accuracy: 0.9014
19/40 [=============>................] - ETA: 0s - loss: 0.2652 - accuracy: 0.9030
25/40 [=================>............] - ETA: 0s - loss: 0.2711 - accuracy: 0.9013
31/40 [======================>.......] - ETA: 0s - loss: 0.2655 - accuracy: 0.9032
37/40 [==========================>...] - ETA: 0s - loss: 0.2887 - accuracy: 0.9003
40/40 [==============================] - 0s 9ms/step - loss: 0.2797 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.2797 - accuracy: 0.9031 - val_loss: 0.2893 - val_accuracy: 0.9031
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.0930 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.3008 - accuracy: 0.9196
14/40 [=========>....................] - ETA: 0s - loss: 0.2928 - accuracy: 0.9152
21/40 [==============>...............] - ETA: 0s - loss: 0.3056 - accuracy: 0.9152
28/40 [====================>.........] - ETA: 0s - loss: 0.2878 - accuracy: 0.9152
34/40 [========================>.....] - ETA: 0s - loss: 0.2696 - accuracy: 0.9191
40/40 [==============================] - 0s 8ms/step - loss: 0.2685 - accuracy: 0.9148
40/40 [==============================] - 1s 13ms/step - loss: 0.2685 - accuracy: 0.9148 - val_loss: 0.2901 - val_accuracy: 0.8906
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.0870 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1828 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.2463 - accuracy: 0.9038
19/40 [=============>................] - ETA: 0s - loss: 0.2959 - accuracy: 0.8931
25/40 [=================>............] - ETA: 0s - loss: 0.2777 - accuracy: 0.9062
31/40 [======================>.......] - ETA: 0s - loss: 0.2742 - accuracy: 0.9093
37/40 [==========================>...] - ETA: 0s - loss: 0.2773 - accuracy: 0.9105
40/40 [==============================] - 0s 9ms/step - loss: 0.2686 - accuracy: 0.9141
40/40 [==============================] - 1s 14ms/step - loss: 0.2686 - accuracy: 0.9141 - val_loss: 0.2772 - val_accuracy: 0.8969
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.3344 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2441 - accuracy: 0.9018
13/40 [========>.....................] - ETA: 0s - loss: 0.2724 - accuracy: 0.9038
19/40 [=============>................] - ETA: 0s - loss: 0.2524 - accuracy: 0.9112
25/40 [=================>............] - ETA: 0s - loss: 0.2684 - accuracy: 0.9125
31/40 [======================>.......] - ETA: 0s - loss: 0.2773 - accuracy: 0.9173
37/40 [==========================>...] - ETA: 0s - loss: 0.2693 - accuracy: 0.9164
40/40 [==============================] - 0s 9ms/step - loss: 0.2672 - accuracy: 0.9180
40/40 [==============================] - 1s 14ms/step - loss: 0.2672 - accuracy: 0.9180 - val_loss: 0.2913 - val_accuracy: 0.9031
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.4915 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2899 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.2993 - accuracy: 0.9063
19/40 [=============>................] - ETA: 0s - loss: 0.2579 - accuracy: 0.9128
25/40 [=================>............] - ETA: 0s - loss: 0.2433 - accuracy: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.2464 - accuracy: 0.9214
38/40 [===========================>..] - ETA: 0s - loss: 0.2621 - accuracy: 0.9211
40/40 [==============================] - 0s 9ms/step - loss: 0.2605 - accuracy: 0.9203
40/40 [==============================] - 1s 14ms/step - loss: 0.2605 - accuracy: 0.9203 - val_loss: 0.2745 - val_accuracy: 0.9000
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2755 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2788 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.2802 - accuracy: 0.8966
19/40 [=============>................] - ETA: 0s - loss: 0.3004 - accuracy: 0.8997
25/40 [=================>............] - ETA: 0s - loss: 0.2904 - accuracy: 0.9013
31/40 [======================>.......] - ETA: 0s - loss: 0.2621 - accuracy: 0.9093
38/40 [===========================>..] - ETA: 0s - loss: 0.2622 - accuracy: 0.9079
40/40 [==============================] - 0s 9ms/step - loss: 0.2627 - accuracy: 0.9094
40/40 [==============================] - 1s 14ms/step - loss: 0.2627 - accuracy: 0.9094 - val_loss: 0.2660 - val_accuracy: 0.9000
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.1029 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2278 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.2727 - accuracy: 0.9327
20/40 [==============>...............] - ETA: 0s - loss: 0.2536 - accuracy: 0.9313
27/40 [===================>..........] - ETA: 0s - loss: 0.2665 - accuracy: 0.9225
34/40 [========================>.....] - ETA: 0s - loss: 0.2550 - accuracy: 0.9164
40/40 [==============================] - 0s 8ms/step - loss: 0.2471 - accuracy: 0.9180
40/40 [==============================] - 1s 13ms/step - loss: 0.2471 - accuracy: 0.9180 - val_loss: 0.2991 - val_accuracy: 0.9062
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.2529 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2651 - accuracy: 0.9018
13/40 [========>.....................] - ETA: 0s - loss: 0.2479 - accuracy: 0.9063
19/40 [=============>................] - ETA: 0s - loss: 0.2498 - accuracy: 0.9079
25/40 [=================>............] - ETA: 0s - loss: 0.2335 - accuracy: 0.9150
32/40 [=======================>......] - ETA: 0s - loss: 0.2548 - accuracy: 0.9150
38/40 [===========================>..] - ETA: 0s - loss: 0.2476 - accuracy: 0.9178
40/40 [==============================] - 0s 9ms/step - loss: 0.2536 - accuracy: 0.9187
40/40 [==============================] - 1s 14ms/step - loss: 0.2536 - accuracy: 0.9187 - val_loss: 0.2574 - val_accuracy: 0.9031
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.2061 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2579 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.2610 - accuracy: 0.9183
19/40 [=============>................] - ETA: 0s - loss: 0.2478 - accuracy: 0.9211
25/40 [=================>............] - ETA: 0s - loss: 0.2509 - accuracy: 0.9162
31/40 [======================>.......] - ETA: 0s - loss: 0.2460 - accuracy: 0.9194
37/40 [==========================>...] - ETA: 0s - loss: 0.2478 - accuracy: 0.9215
40/40 [==============================] - 0s 9ms/step - loss: 0.2387 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2387 - accuracy: 0.9258 - val_loss: 0.2643 - val_accuracy: 0.9031
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.5071 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3071 - accuracy: 0.9152
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24/40 [=================>............] - ETA: 0s - loss: 0.2735 - accuracy: 0.9141
30/40 [=====================>........] - ETA: 0s - loss: 0.2476 - accuracy: 0.9219
36/40 [==========================>...] - ETA: 0s - loss: 0.2437 - accuracy: 0.9236
40/40 [==============================] - 0s 9ms/step - loss: 0.2345 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2345 - accuracy: 0.9273 - val_loss: 0.2758 - val_accuracy: 0.9156
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1085 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1753 - accuracy: 0.9420
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19/40 [=============>................] - ETA: 0s - loss: 0.2247 - accuracy: 0.9211
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31/40 [======================>.......] - ETA: 0s - loss: 0.2306 - accuracy: 0.9234
37/40 [==========================>...] - ETA: 0s - loss: 0.2293 - accuracy: 0.9223
40/40 [==============================] - 0s 9ms/step - loss: 0.2319 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.2319 - accuracy: 0.9195 - val_loss: 0.2579 - val_accuracy: 0.9000
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.4168 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1901 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.2001 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.2027 - accuracy: 0.9424
25/40 [=================>............] - ETA: 0s - loss: 0.2160 - accuracy: 0.9350
31/40 [======================>.......] - ETA: 0s - loss: 0.2249 - accuracy: 0.9294
37/40 [==========================>...] - ETA: 0s - loss: 0.2429 - accuracy: 0.9248
40/40 [==============================] - 0s 9ms/step - loss: 0.2348 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2348 - accuracy: 0.9273 - val_loss: 0.2502 - val_accuracy: 0.9187
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.0322 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1971 - accuracy: 0.9509
14/40 [=========>....................] - ETA: 0s - loss: 0.2059 - accuracy: 0.9420
21/40 [==============>...............] - ETA: 0s - loss: 0.1980 - accuracy: 0.9330
27/40 [===================>..........] - ETA: 0s - loss: 0.2236 - accuracy: 0.9317
33/40 [=======================>......] - ETA: 0s - loss: 0.2351 - accuracy: 0.9242
40/40 [==============================] - 0s 9ms/step - loss: 0.2210 - accuracy: 0.9281
40/40 [==============================] - 1s 14ms/step - loss: 0.2210 - accuracy: 0.9281 - val_loss: 0.2491 - val_accuracy: 0.9031
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.2105 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2339 - accuracy: 0.9286
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30/40 [=====================>........] - ETA: 0s - loss: 0.2101 - accuracy: 0.9344
36/40 [==========================>...] - ETA: 0s - loss: 0.2196 - accuracy: 0.9314
40/40 [==============================] - 0s 9ms/step - loss: 0.2187 - accuracy: 0.9305
40/40 [==============================] - 1s 14ms/step - loss: 0.2187 - accuracy: 0.9305 - val_loss: 0.2505 - val_accuracy: 0.9000
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.2547 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2614 - accuracy: 0.9063
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31/40 [======================>.......] - ETA: 0s - loss: 0.2344 - accuracy: 0.9204
37/40 [==========================>...] - ETA: 0s - loss: 0.2235 - accuracy: 0.9231
40/40 [==============================] - 0s 9ms/step - loss: 0.2191 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2191 - accuracy: 0.9258 - val_loss: 0.2593 - val_accuracy: 0.9187
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.0488 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1499 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.2296 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.2291 - accuracy: 0.9292
36/40 [==========================>...] - ETA: 0s - loss: 0.2233 - accuracy: 0.9288
40/40 [==============================] - 0s 9ms/step - loss: 0.2217 - accuracy: 0.9281
40/40 [==============================] - 1s 14ms/step - loss: 0.2217 - accuracy: 0.9281 - val_loss: 0.2971 - val_accuracy: 0.9125
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1052 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1971 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.2044 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.2314 - accuracy: 0.9342
25/40 [=================>............] - ETA: 0s - loss: 0.2195 - accuracy: 0.9337
31/40 [======================>.......] - ETA: 0s - loss: 0.2241 - accuracy: 0.9294
37/40 [==========================>...] - ETA: 0s - loss: 0.2169 - accuracy: 0.9341
40/40 [==============================] - 0s 9ms/step - loss: 0.2229 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.2229 - accuracy: 0.9336 - val_loss: 0.2317 - val_accuracy: 0.9031
Epoch 49/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2097 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.2097 - accuracy: 0.9328 - val_loss: 0.2241 - val_accuracy: 0.9031
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2136 - accuracy: 0.9305
40/40 [==============================] - 1s 14ms/step - loss: 0.2136 - accuracy: 0.9305 - val_loss: 0.2544 - val_accuracy: 0.9219
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2087 - accuracy: 0.9313
40/40 [==============================] - 1s 14ms/step - loss: 0.2087 - accuracy: 0.9313 - val_loss: 0.2374 - val_accuracy: 0.9219
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1986 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1986 - accuracy: 0.9375 - val_loss: 0.2202 - val_accuracy: 0.9094
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2052 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.2052 - accuracy: 0.9398 - val_loss: 0.2294 - val_accuracy: 0.9094
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1940 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1940 - accuracy: 0.9430 - val_loss: 0.2134 - val_accuracy: 0.9094
Epoch 55/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2004 - accuracy: 0.9383
40/40 [==============================] - 1s 13ms/step - loss: 0.2004 - accuracy: 0.9383 - val_loss: 0.2217 - val_accuracy: 0.9094
Epoch 56/100
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37/40 [==========================>...] - ETA: 0s - loss: 0.1957 - accuracy: 0.9350
40/40 [==============================] - 0s 9ms/step - loss: 0.1962 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.1962 - accuracy: 0.9352 - val_loss: 0.2211 - val_accuracy: 0.9156
Epoch 57/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1957 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.1957 - accuracy: 0.9336 - val_loss: 0.2041 - val_accuracy: 0.9094
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1934 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1934 - accuracy: 0.9414 - val_loss: 0.1999 - val_accuracy: 0.9156
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1872 - accuracy: 0.9344
40/40 [==============================] - 1s 14ms/step - loss: 0.1872 - accuracy: 0.9344 - val_loss: 0.2345 - val_accuracy: 0.9219
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.4932 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2597 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.1999 - accuracy: 0.9406
40/40 [==============================] - 1s 13ms/step - loss: 0.1999 - accuracy: 0.9406 - val_loss: 0.2307 - val_accuracy: 0.9219
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.3501 - accuracy: 0.9062
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40/40 [==============================] - 0s 8ms/step - loss: 0.1795 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1795 - accuracy: 0.9438 - val_loss: 0.2060 - val_accuracy: 0.9219
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.0981 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2135 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1793 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1793 - accuracy: 0.9469 - val_loss: 0.1971 - val_accuracy: 0.9250
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.1650 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1738 - accuracy: 0.9330
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37/40 [==========================>...] - ETA: 0s - loss: 0.1730 - accuracy: 0.9434
40/40 [==============================] - 0s 9ms/step - loss: 0.1749 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1749 - accuracy: 0.9461 - val_loss: 0.1938 - val_accuracy: 0.9125
Epoch 64/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1676 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1721 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1721 - accuracy: 0.9422 - val_loss: 0.1988 - val_accuracy: 0.9219
Epoch 65/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1465 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1808 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1808 - accuracy: 0.9414 - val_loss: 0.2096 - val_accuracy: 0.9281
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1182 - accuracy: 0.9598
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40/40 [==============================] - 0s 8ms/step - loss: 0.1760 - accuracy: 0.9430
40/40 [==============================] - 1s 13ms/step - loss: 0.1760 - accuracy: 0.9430 - val_loss: 0.1863 - val_accuracy: 0.9250
Epoch 67/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1673 - accuracy: 0.9477
40/40 [==============================] - 1s 13ms/step - loss: 0.1673 - accuracy: 0.9477 - val_loss: 0.1841 - val_accuracy: 0.9250
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1733 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1733 - accuracy: 0.9422 - val_loss: 0.1787 - val_accuracy: 0.9156
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1827 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1827 - accuracy: 0.9359 - val_loss: 0.1693 - val_accuracy: 0.9219
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1404 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1750 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1750 - accuracy: 0.9422 - val_loss: 0.1792 - val_accuracy: 0.9406
Epoch 71/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1574 - accuracy: 0.9523
40/40 [==============================] - 1s 13ms/step - loss: 0.1574 - accuracy: 0.9523 - val_loss: 0.1701 - val_accuracy: 0.9219
Epoch 72/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2322 - accuracy: 0.9286
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40/40 [==============================] - 0s 8ms/step - loss: 0.1605 - accuracy: 0.9492
40/40 [==============================] - 1s 13ms/step - loss: 0.1605 - accuracy: 0.9492 - val_loss: 0.1822 - val_accuracy: 0.9281
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1595 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1595 - accuracy: 0.9469 - val_loss: 0.1694 - val_accuracy: 0.9281
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1634 - accuracy: 0.9477
40/40 [==============================] - 1s 13ms/step - loss: 0.1634 - accuracy: 0.9477 - val_loss: 0.1610 - val_accuracy: 0.9313
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1779 - accuracy: 0.9445
40/40 [==============================] - 1s 13ms/step - loss: 0.1779 - accuracy: 0.9445 - val_loss: 0.1918 - val_accuracy: 0.9281
Epoch 76/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1622 - accuracy: 0.9461
40/40 [==============================] - 1s 13ms/step - loss: 0.1622 - accuracy: 0.9461 - val_loss: 0.1627 - val_accuracy: 0.9313
Epoch 77/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1699 - accuracy: 0.9445
40/40 [==============================] - 1s 17ms/step - loss: 0.1699 - accuracy: 0.9445 - val_loss: 0.1636 - val_accuracy: 0.9375
Epoch 78/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.1541 - accuracy: 0.9484
40/40 [==============================] - 1s 16ms/step - loss: 0.1541 - accuracy: 0.9484 - val_loss: 0.2151 - val_accuracy: 0.9250
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1639 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1639 - accuracy: 0.9461 - val_loss: 0.1594 - val_accuracy: 0.9313
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1461 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1461 - accuracy: 0.9563 - val_loss: 0.1576 - val_accuracy: 0.9281
Epoch 81/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1185 - accuracy: 0.9427
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36/40 [==========================>...] - ETA: 0s - loss: 0.1440 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1606 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1606 - accuracy: 0.9531 - val_loss: 0.1838 - val_accuracy: 0.9313
Epoch 82/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1554 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1554 - accuracy: 0.9539 - val_loss: 0.1523 - val_accuracy: 0.9375
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1477 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1477 - accuracy: 0.9484 - val_loss: 0.1508 - val_accuracy: 0.9375
Epoch 84/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1412 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1412 - accuracy: 0.9555 - val_loss: 0.1455 - val_accuracy: 0.9344
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1538 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1538 - accuracy: 0.9500 - val_loss: 0.1581 - val_accuracy: 0.9344
Epoch 86/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1414 - accuracy: 0.9563
40/40 [==============================] - 1s 16ms/step - loss: 0.1414 - accuracy: 0.9563 - val_loss: 0.1681 - val_accuracy: 0.9406
Epoch 87/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1404 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1404 - accuracy: 0.9563 - val_loss: 0.1513 - val_accuracy: 0.9375
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1452 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1452 - accuracy: 0.9500 - val_loss: 0.1429 - val_accuracy: 0.9375
Epoch 89/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1416 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1416 - accuracy: 0.9508 - val_loss: 0.1491 - val_accuracy: 0.9344
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1405 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1405 - accuracy: 0.9570 - val_loss: 0.1478 - val_accuracy: 0.9469
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1389 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1389 - accuracy: 0.9539 - val_loss: 0.1509 - val_accuracy: 0.9438
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1341 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1341 - accuracy: 0.9570 - val_loss: 0.1529 - val_accuracy: 0.9406
Epoch 93/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1142 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1336 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1336 - accuracy: 0.9570 - val_loss: 0.1479 - val_accuracy: 0.9406
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1374 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1374 - accuracy: 0.9563 - val_loss: 0.1278 - val_accuracy: 0.9500
Epoch 95/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1378 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1378 - accuracy: 0.9563 - val_loss: 0.1548 - val_accuracy: 0.9375
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1426 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1426 - accuracy: 0.9516 - val_loss: 0.1334 - val_accuracy: 0.9500
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1270 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1270 - accuracy: 0.9547 - val_loss: 0.1248 - val_accuracy: 0.9469
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1310 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1310 - accuracy: 0.9586 - val_loss: 0.1238 - val_accuracy: 0.9469
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1544 - accuracy: 0.9509
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40/40 [==============================] - 0s 8ms/step - loss: 0.1330 - accuracy: 0.9547
40/40 [==============================] - 1s 13ms/step - loss: 0.1330 - accuracy: 0.9547 - val_loss: 0.1436 - val_accuracy: 0.9438
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1324 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1324 - accuracy: 0.9586 - val_loss: 0.1362 - val_accuracy: 0.94692022-11-21 20:02:31.540612: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
[1] 0.962
Epoch 1/1002022-11-21 20:02:31.804766: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 28.8656 - accuracy: 0.3750
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40/40 [==============================] - 1s 10ms/step - loss: 35.6575 - accuracy: 0.20782022-11-21 20:02:32.350716: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 35.6575 - accuracy: 0.2078 - val_loss: 29.3555 - val_accuracy: 0.1406
Epoch 2/100
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40/40 [==============================] - 0s 9ms/step - loss: 23.3699 - accuracy: 0.1688
40/40 [==============================] - 1s 14ms/step - loss: 23.3699 - accuracy: 0.1688 - val_loss: 18.9469 - val_accuracy: 0.1406
Epoch 3/100
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6/40 [===>..........................] - ETA: 0s - loss: 16.3249 - accuracy: 0.1562
12/40 [========>.....................] - ETA: 0s - loss: 16.1390 - accuracy: 0.1719
19/40 [=============>................] - ETA: 0s - loss: 15.2799 - accuracy: 0.1530
26/40 [==================>...........] - ETA: 0s - loss: 14.4125 - accuracy: 0.1683
33/40 [=======================>......] - ETA: 0s - loss: 13.4052 - accuracy: 0.1818
40/40 [==============================] - 0s 8ms/step - loss: 12.6392 - accuracy: 0.1898
40/40 [==============================] - 1s 13ms/step - loss: 12.6392 - accuracy: 0.1898 - val_loss: 7.6625 - val_accuracy: 0.2000
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 9.3011 - accuracy: 0.1250
7/40 [====>.........................] - ETA: 0s - loss: 7.0470 - accuracy: 0.2143
13/40 [========>.....................] - ETA: 0s - loss: 6.2175 - accuracy: 0.2260
19/40 [=============>................] - ETA: 0s - loss: 5.4794 - accuracy: 0.2516
25/40 [=================>............] - ETA: 0s - loss: 5.0280 - accuracy: 0.2600
31/40 [======================>.......] - ETA: 0s - loss: 4.4977 - accuracy: 0.2702
37/40 [==========================>...] - ETA: 0s - loss: 4.0575 - accuracy: 0.2703
40/40 [==============================] - 0s 9ms/step - loss: 3.8424 - accuracy: 0.2828
40/40 [==============================] - 1s 14ms/step - loss: 3.8424 - accuracy: 0.2828 - val_loss: 1.1893 - val_accuracy: 0.4563
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.3785 - accuracy: 0.3750
6/40 [===>..........................] - ETA: 0s - loss: 1.0741 - accuracy: 0.5000
12/40 [========>.....................] - ETA: 0s - loss: 0.9873 - accuracy: 0.5286
18/40 [============>.................] - ETA: 0s - loss: 0.9323 - accuracy: 0.5729
24/40 [=================>............] - ETA: 0s - loss: 0.8948 - accuracy: 0.5990
30/40 [=====================>........] - ETA: 0s - loss: 0.8581 - accuracy: 0.6219
36/40 [==========================>...] - ETA: 0s - loss: 0.8354 - accuracy: 0.6328
40/40 [==============================] - 0s 9ms/step - loss: 0.8165 - accuracy: 0.6414
40/40 [==============================] - 1s 14ms/step - loss: 0.8165 - accuracy: 0.6414 - val_loss: 0.7661 - val_accuracy: 0.6813
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.8621 - accuracy: 0.5625
6/40 [===>..........................] - ETA: 0s - loss: 0.7583 - accuracy: 0.6510
10/40 [======>.......................] - ETA: 0s - loss: 0.7226 - accuracy: 0.6813
16/40 [===========>..................] - ETA: 0s - loss: 0.6966 - accuracy: 0.7031
22/40 [===============>..............] - ETA: 0s - loss: 0.6891 - accuracy: 0.7102
28/40 [====================>.........] - ETA: 0s - loss: 0.6842 - accuracy: 0.7143
34/40 [========================>.....] - ETA: 0s - loss: 0.6774 - accuracy: 0.7132
40/40 [==============================] - 0s 10ms/step - loss: 0.6816 - accuracy: 0.7102
40/40 [==============================] - 1s 15ms/step - loss: 0.6816 - accuracy: 0.7102 - val_loss: 0.7114 - val_accuracy: 0.7031
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.7169 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.7143 - accuracy: 0.6964
13/40 [========>.....................] - ETA: 0s - loss: 0.6674 - accuracy: 0.7236
19/40 [=============>................] - ETA: 0s - loss: 0.6694 - accuracy: 0.7270
25/40 [=================>............] - ETA: 0s - loss: 0.6659 - accuracy: 0.7188
31/40 [======================>.......] - ETA: 0s - loss: 0.6596 - accuracy: 0.7177
37/40 [==========================>...] - ETA: 0s - loss: 0.6497 - accuracy: 0.7238
40/40 [==============================] - 0s 9ms/step - loss: 0.6466 - accuracy: 0.7281
40/40 [==============================] - 1s 14ms/step - loss: 0.6466 - accuracy: 0.7281 - val_loss: 0.6838 - val_accuracy: 0.7094
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.4670 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5576 - accuracy: 0.7813
13/40 [========>.....................] - ETA: 0s - loss: 0.5774 - accuracy: 0.7692
20/40 [==============>...............] - ETA: 0s - loss: 0.6116 - accuracy: 0.7422
27/40 [===================>..........] - ETA: 0s - loss: 0.6109 - accuracy: 0.7361
34/40 [========================>.....] - ETA: 0s - loss: 0.6137 - accuracy: 0.7344
40/40 [==============================] - 0s 8ms/step - loss: 0.6189 - accuracy: 0.7289
40/40 [==============================] - 1s 13ms/step - loss: 0.6189 - accuracy: 0.7289 - val_loss: 0.6563 - val_accuracy: 0.7281
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.5222 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5306 - accuracy: 0.7857
13/40 [========>.....................] - ETA: 0s - loss: 0.5839 - accuracy: 0.7428
19/40 [=============>................] - ETA: 0s - loss: 0.6098 - accuracy: 0.7336
25/40 [=================>............] - ETA: 0s - loss: 0.6047 - accuracy: 0.7337
31/40 [======================>.......] - ETA: 0s - loss: 0.5939 - accuracy: 0.7409
37/40 [==========================>...] - ETA: 0s - loss: 0.5962 - accuracy: 0.7390
40/40 [==============================] - 0s 9ms/step - loss: 0.5954 - accuracy: 0.7391
40/40 [==============================] - 1s 14ms/step - loss: 0.5954 - accuracy: 0.7391 - val_loss: 0.6277 - val_accuracy: 0.7188
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.5011 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.6163 - accuracy: 0.7455
13/40 [========>.....................] - ETA: 0s - loss: 0.5844 - accuracy: 0.7500
19/40 [=============>................] - ETA: 0s - loss: 0.5831 - accuracy: 0.7368
25/40 [=================>............] - ETA: 0s - loss: 0.5750 - accuracy: 0.7437
32/40 [=======================>......] - ETA: 0s - loss: 0.5737 - accuracy: 0.7412
38/40 [===========================>..] - ETA: 0s - loss: 0.5759 - accuracy: 0.7377
40/40 [==============================] - 0s 9ms/step - loss: 0.5738 - accuracy: 0.7406
40/40 [==============================] - 1s 14ms/step - loss: 0.5738 - accuracy: 0.7406 - val_loss: 0.6072 - val_accuracy: 0.7219
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.5246 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.5573 - accuracy: 0.7500
13/40 [========>.....................] - ETA: 0s - loss: 0.5733 - accuracy: 0.7404
19/40 [=============>................] - ETA: 0s - loss: 0.5780 - accuracy: 0.7286
25/40 [=================>............] - ETA: 0s - loss: 0.5661 - accuracy: 0.7412
31/40 [======================>.......] - ETA: 0s - loss: 0.5627 - accuracy: 0.7480
37/40 [==========================>...] - ETA: 0s - loss: 0.5564 - accuracy: 0.7492
40/40 [==============================] - 0s 9ms/step - loss: 0.5541 - accuracy: 0.7477
40/40 [==============================] - 1s 14ms/step - loss: 0.5541 - accuracy: 0.7477 - val_loss: 0.5905 - val_accuracy: 0.7375
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.4875 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.4977 - accuracy: 0.7812
12/40 [========>.....................] - ETA: 0s - loss: 0.5483 - accuracy: 0.7526
18/40 [============>.................] - ETA: 0s - loss: 0.5297 - accuracy: 0.7691
24/40 [=================>............] - ETA: 0s - loss: 0.5263 - accuracy: 0.7708
30/40 [=====================>........] - ETA: 0s - loss: 0.5325 - accuracy: 0.7688
36/40 [==========================>...] - ETA: 0s - loss: 0.5360 - accuracy: 0.7674
40/40 [==============================] - 0s 9ms/step - loss: 0.5390 - accuracy: 0.7656
40/40 [==============================] - 1s 14ms/step - loss: 0.5390 - accuracy: 0.7656 - val_loss: 0.5736 - val_accuracy: 0.7469
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.5092 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5000 - accuracy: 0.7991
13/40 [========>.....................] - ETA: 0s - loss: 0.5049 - accuracy: 0.7861
19/40 [=============>................] - ETA: 0s - loss: 0.5006 - accuracy: 0.7829
25/40 [=================>............] - ETA: 0s - loss: 0.5104 - accuracy: 0.7738
31/40 [======================>.......] - ETA: 0s - loss: 0.5194 - accuracy: 0.7641
37/40 [==========================>...] - ETA: 0s - loss: 0.5219 - accuracy: 0.7601
40/40 [==============================] - 0s 9ms/step - loss: 0.5197 - accuracy: 0.7625
40/40 [==============================] - 1s 14ms/step - loss: 0.5197 - accuracy: 0.7625 - val_loss: 0.5581 - val_accuracy: 0.7500
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.5527 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.5134 - accuracy: 0.7857
14/40 [=========>....................] - ETA: 0s - loss: 0.5057 - accuracy: 0.7857
21/40 [==============>...............] - ETA: 0s - loss: 0.4956 - accuracy: 0.7902
28/40 [====================>.........] - ETA: 0s - loss: 0.5041 - accuracy: 0.7801
34/40 [========================>.....] - ETA: 0s - loss: 0.4995 - accuracy: 0.7785
40/40 [==============================] - 0s 8ms/step - loss: 0.5048 - accuracy: 0.7703
40/40 [==============================] - 1s 13ms/step - loss: 0.5048 - accuracy: 0.7703 - val_loss: 0.5412 - val_accuracy: 0.7563
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.3520 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.5044 - accuracy: 0.7902
13/40 [========>.....................] - ETA: 0s - loss: 0.4836 - accuracy: 0.7981
19/40 [=============>................] - ETA: 0s - loss: 0.4875 - accuracy: 0.7895
25/40 [=================>............] - ETA: 0s - loss: 0.4971 - accuracy: 0.7750
31/40 [======================>.......] - ETA: 0s - loss: 0.4969 - accuracy: 0.7762
37/40 [==========================>...] - ETA: 0s - loss: 0.4913 - accuracy: 0.7821
40/40 [==============================] - 0s 9ms/step - loss: 0.4881 - accuracy: 0.7852
40/40 [==============================] - 1s 14ms/step - loss: 0.4881 - accuracy: 0.7852 - val_loss: 0.5262 - val_accuracy: 0.7563
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.5517 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5288 - accuracy: 0.7946
13/40 [========>.....................] - ETA: 0s - loss: 0.4913 - accuracy: 0.7981
19/40 [=============>................] - ETA: 0s - loss: 0.4850 - accuracy: 0.8026
25/40 [=================>............] - ETA: 0s - loss: 0.4774 - accuracy: 0.8012
31/40 [======================>.......] - ETA: 0s - loss: 0.4720 - accuracy: 0.8024
37/40 [==========================>...] - ETA: 0s - loss: 0.4761 - accuracy: 0.7981
40/40 [==============================] - 0s 9ms/step - loss: 0.4737 - accuracy: 0.7984
40/40 [==============================] - 1s 14ms/step - loss: 0.4737 - accuracy: 0.7984 - val_loss: 0.5045 - val_accuracy: 0.7750
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.5318 - accuracy: 0.7188
6/40 [===>..........................] - ETA: 0s - loss: 0.4155 - accuracy: 0.8229
12/40 [========>.....................] - ETA: 0s - loss: 0.4435 - accuracy: 0.8047
18/40 [============>.................] - ETA: 0s - loss: 0.4554 - accuracy: 0.8038
24/40 [=================>............] - ETA: 0s - loss: 0.4643 - accuracy: 0.8034
30/40 [=====================>........] - ETA: 0s - loss: 0.4598 - accuracy: 0.8063
36/40 [==========================>...] - ETA: 0s - loss: 0.4602 - accuracy: 0.8047
40/40 [==============================] - 0s 9ms/step - loss: 0.4579 - accuracy: 0.8109
40/40 [==============================] - 1s 14ms/step - loss: 0.4579 - accuracy: 0.8109 - val_loss: 0.4833 - val_accuracy: 0.7969
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.4164 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4250 - accuracy: 0.8571
13/40 [========>.....................] - ETA: 0s - loss: 0.4313 - accuracy: 0.8438
19/40 [=============>................] - ETA: 0s - loss: 0.4468 - accuracy: 0.8355
25/40 [=================>............] - ETA: 0s - loss: 0.4529 - accuracy: 0.8275
31/40 [======================>.......] - ETA: 0s - loss: 0.4531 - accuracy: 0.8246
37/40 [==========================>...] - ETA: 0s - loss: 0.4451 - accuracy: 0.8252
40/40 [==============================] - 0s 9ms/step - loss: 0.4453 - accuracy: 0.8258
40/40 [==============================] - 1s 14ms/step - loss: 0.4453 - accuracy: 0.8258 - val_loss: 0.4814 - val_accuracy: 0.8250
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.6809 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.4600 - accuracy: 0.8259
13/40 [========>.....................] - ETA: 0s - loss: 0.4344 - accuracy: 0.8413
19/40 [=============>................] - ETA: 0s - loss: 0.4301 - accuracy: 0.8322
26/40 [==================>...........] - ETA: 0s - loss: 0.4292 - accuracy: 0.8305
33/40 [=======================>......] - ETA: 0s - loss: 0.4253 - accuracy: 0.8381
40/40 [==============================] - 0s 9ms/step - loss: 0.4302 - accuracy: 0.8422
40/40 [==============================] - 1s 14ms/step - loss: 0.4302 - accuracy: 0.8422 - val_loss: 0.4539 - val_accuracy: 0.8656
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.4566 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4585 - accuracy: 0.8125
13/40 [========>.....................] - ETA: 0s - loss: 0.4315 - accuracy: 0.8269
19/40 [=============>................] - ETA: 0s - loss: 0.4222 - accuracy: 0.8355
25/40 [=================>............] - ETA: 0s - loss: 0.4146 - accuracy: 0.8487
31/40 [======================>.......] - ETA: 0s - loss: 0.4117 - accuracy: 0.8488
37/40 [==========================>...] - ETA: 0s - loss: 0.4088 - accuracy: 0.8522
40/40 [==============================] - 0s 9ms/step - loss: 0.4120 - accuracy: 0.8477
40/40 [==============================] - 1s 14ms/step - loss: 0.4120 - accuracy: 0.8477 - val_loss: 0.4312 - val_accuracy: 0.8813
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3152 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3701 - accuracy: 0.9107
13/40 [========>.....................] - ETA: 0s - loss: 0.3822 - accuracy: 0.8822
19/40 [=============>................] - ETA: 0s - loss: 0.3876 - accuracy: 0.8734
25/40 [=================>............] - ETA: 0s - loss: 0.3941 - accuracy: 0.8650
31/40 [======================>.......] - ETA: 0s - loss: 0.3935 - accuracy: 0.8690
37/40 [==========================>...] - ETA: 0s - loss: 0.3951 - accuracy: 0.8708
40/40 [==============================] - 0s 9ms/step - loss: 0.3940 - accuracy: 0.8688
40/40 [==============================] - 1s 14ms/step - loss: 0.3940 - accuracy: 0.8688 - val_loss: 0.4014 - val_accuracy: 0.8938
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.4565 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4349 - accuracy: 0.8661
13/40 [========>.....................] - ETA: 0s - loss: 0.3911 - accuracy: 0.8822
19/40 [=============>................] - ETA: 0s - loss: 0.3772 - accuracy: 0.8799
25/40 [=================>............] - ETA: 0s - loss: 0.3754 - accuracy: 0.8775
31/40 [======================>.......] - ETA: 0s - loss: 0.3751 - accuracy: 0.8760
37/40 [==========================>...] - ETA: 0s - loss: 0.3710 - accuracy: 0.8818
40/40 [==============================] - 0s 9ms/step - loss: 0.3738 - accuracy: 0.8789
40/40 [==============================] - 1s 14ms/step - loss: 0.3738 - accuracy: 0.8789 - val_loss: 0.3896 - val_accuracy: 0.8781
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.2688 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.3497 - accuracy: 0.9152
13/40 [========>.....................] - ETA: 0s - loss: 0.3595 - accuracy: 0.8990
19/40 [=============>................] - ETA: 0s - loss: 0.3737 - accuracy: 0.8849
25/40 [=================>............] - ETA: 0s - loss: 0.3710 - accuracy: 0.8875
31/40 [======================>.......] - ETA: 0s - loss: 0.3657 - accuracy: 0.8972
37/40 [==========================>...] - ETA: 0s - loss: 0.3600 - accuracy: 0.8970
40/40 [==============================] - 0s 9ms/step - loss: 0.3613 - accuracy: 0.8922
40/40 [==============================] - 1s 15ms/step - loss: 0.3613 - accuracy: 0.8922 - val_loss: 0.3607 - val_accuracy: 0.9031
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.2883 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.3251 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.3405 - accuracy: 0.8932
18/40 [============>.................] - ETA: 0s - loss: 0.3469 - accuracy: 0.8785
24/40 [=================>............] - ETA: 0s - loss: 0.3397 - accuracy: 0.8867
30/40 [=====================>........] - ETA: 0s - loss: 0.3441 - accuracy: 0.8885
36/40 [==========================>...] - ETA: 0s - loss: 0.3411 - accuracy: 0.8932
40/40 [==============================] - 0s 9ms/step - loss: 0.3411 - accuracy: 0.8938
40/40 [==============================] - 1s 14ms/step - loss: 0.3411 - accuracy: 0.8938 - val_loss: 0.3438 - val_accuracy: 0.8906
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.2939 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2749 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.2829 - accuracy: 0.9183
19/40 [=============>................] - ETA: 0s - loss: 0.3186 - accuracy: 0.9030
25/40 [=================>............] - ETA: 0s - loss: 0.3255 - accuracy: 0.8988
31/40 [======================>.......] - ETA: 0s - loss: 0.3219 - accuracy: 0.9042
38/40 [===========================>..] - ETA: 0s - loss: 0.3231 - accuracy: 0.9030
40/40 [==============================] - 0s 9ms/step - loss: 0.3225 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.3225 - accuracy: 0.9023 - val_loss: 0.3255 - val_accuracy: 0.9094
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.3439 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.3172 - accuracy: 0.8906
12/40 [========>.....................] - ETA: 0s - loss: 0.3038 - accuracy: 0.9089
18/40 [============>.................] - ETA: 0s - loss: 0.3144 - accuracy: 0.9045
24/40 [=================>............] - ETA: 0s - loss: 0.3123 - accuracy: 0.9089
30/40 [=====================>........] - ETA: 0s - loss: 0.3098 - accuracy: 0.9083
36/40 [==========================>...] - ETA: 0s - loss: 0.3061 - accuracy: 0.9132
40/40 [==============================] - 0s 9ms/step - loss: 0.3037 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.3037 - accuracy: 0.9156 - val_loss: 0.3053 - val_accuracy: 0.9219
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.3535 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3369 - accuracy: 0.8839
13/40 [========>.....................] - ETA: 0s - loss: 0.2939 - accuracy: 0.9135
19/40 [=============>................] - ETA: 0s - loss: 0.2858 - accuracy: 0.9095
25/40 [=================>............] - ETA: 0s - loss: 0.2864 - accuracy: 0.9112
31/40 [======================>.......] - ETA: 0s - loss: 0.2856 - accuracy: 0.9173
37/40 [==========================>...] - ETA: 0s - loss: 0.2918 - accuracy: 0.9164
40/40 [==============================] - 0s 9ms/step - loss: 0.2913 - accuracy: 0.9172
40/40 [==============================] - 1s 15ms/step - loss: 0.2913 - accuracy: 0.9172 - val_loss: 0.3040 - val_accuracy: 0.9125
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2396 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2935 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.2896 - accuracy: 0.9231
19/40 [=============>................] - ETA: 0s - loss: 0.2785 - accuracy: 0.9211
25/40 [=================>............] - ETA: 0s - loss: 0.2796 - accuracy: 0.9225
31/40 [======================>.......] - ETA: 0s - loss: 0.2789 - accuracy: 0.9234
37/40 [==========================>...] - ETA: 0s - loss: 0.2755 - accuracy: 0.9215
40/40 [==============================] - 0s 9ms/step - loss: 0.2773 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.2773 - accuracy: 0.9195 - val_loss: 0.2914 - val_accuracy: 0.9125
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.3454 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2869 - accuracy: 0.9107
13/40 [========>.....................] - ETA: 0s - loss: 0.2768 - accuracy: 0.9231
19/40 [=============>................] - ETA: 0s - loss: 0.2738 - accuracy: 0.9227
25/40 [=================>............] - ETA: 0s - loss: 0.2677 - accuracy: 0.9237
31/40 [======================>.......] - ETA: 0s - loss: 0.2639 - accuracy: 0.9254
37/40 [==========================>...] - ETA: 0s - loss: 0.2669 - accuracy: 0.9231
40/40 [==============================] - 0s 9ms/step - loss: 0.2648 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.2648 - accuracy: 0.9227 - val_loss: 0.2663 - val_accuracy: 0.9344
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1216 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2499 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.2420 - accuracy: 0.9303
20/40 [==============>...............] - ETA: 0s - loss: 0.2609 - accuracy: 0.9219
27/40 [===================>..........] - ETA: 0s - loss: 0.2644 - accuracy: 0.9201
34/40 [========================>.....] - ETA: 0s - loss: 0.2546 - accuracy: 0.9283
40/40 [==============================] - 0s 8ms/step - loss: 0.2537 - accuracy: 0.9273
40/40 [==============================] - 1s 13ms/step - loss: 0.2537 - accuracy: 0.9273 - val_loss: 0.2643 - val_accuracy: 0.9219
Epoch 31/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2419 - accuracy: 0.9273
40/40 [==============================] - 1s 15ms/step - loss: 0.2419 - accuracy: 0.9273 - val_loss: 0.2490 - val_accuracy: 0.9281
Epoch 32/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2475 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2339 - accuracy: 0.9305
40/40 [==============================] - 1s 15ms/step - loss: 0.2339 - accuracy: 0.9305 - val_loss: 0.2433 - val_accuracy: 0.9219
Epoch 33/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1859 - accuracy: 0.9427
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40/40 [==============================] - 0s 9ms/step - loss: 0.2227 - accuracy: 0.9281
40/40 [==============================] - 1s 14ms/step - loss: 0.2227 - accuracy: 0.9281 - val_loss: 0.2374 - val_accuracy: 0.9344
Epoch 34/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1719 - accuracy: 0.9635
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36/40 [==========================>...] - ETA: 0s - loss: 0.2231 - accuracy: 0.9323
40/40 [==============================] - 0s 10ms/step - loss: 0.2204 - accuracy: 0.9344
40/40 [==============================] - 1s 15ms/step - loss: 0.2204 - accuracy: 0.9344 - val_loss: 0.2262 - val_accuracy: 0.9344
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.3933 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2206 - accuracy: 0.9271
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36/40 [==========================>...] - ETA: 0s - loss: 0.2157 - accuracy: 0.9227
40/40 [==============================] - 0s 9ms/step - loss: 0.2130 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2130 - accuracy: 0.9258 - val_loss: 0.2124 - val_accuracy: 0.9406
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1702 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1895 - accuracy: 0.9420
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34/40 [========================>.....] - ETA: 0s - loss: 0.2044 - accuracy: 0.9338
40/40 [==============================] - 0s 8ms/step - loss: 0.2009 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.2009 - accuracy: 0.9367 - val_loss: 0.2046 - val_accuracy: 0.9438
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2051 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2207 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.1971 - accuracy: 0.9395
37/40 [==========================>...] - ETA: 0s - loss: 0.1978 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1975 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1975 - accuracy: 0.9383 - val_loss: 0.1997 - val_accuracy: 0.9406
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.2554 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2065 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.1927 - accuracy: 0.9294
37/40 [==========================>...] - ETA: 0s - loss: 0.1884 - accuracy: 0.9324
40/40 [==============================] - 0s 9ms/step - loss: 0.1880 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.1880 - accuracy: 0.9328 - val_loss: 0.1990 - val_accuracy: 0.9313
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.0569 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1717 - accuracy: 0.9196
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31/40 [======================>.......] - ETA: 0s - loss: 0.1810 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.1816 - accuracy: 0.9383
40/40 [==============================] - 0s 9ms/step - loss: 0.1842 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1842 - accuracy: 0.9367 - val_loss: 0.1929 - val_accuracy: 0.9375
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.1762 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1802 - accuracy: 0.9375
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21/40 [==============>...............] - ETA: 0s - loss: 0.1711 - accuracy: 0.9390
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33/40 [=======================>......] - ETA: 0s - loss: 0.1730 - accuracy: 0.9394
39/40 [============================>.] - ETA: 0s - loss: 0.1801 - accuracy: 0.9335
40/40 [==============================] - 0s 10ms/step - loss: 0.1788 - accuracy: 0.9336
40/40 [==============================] - 1s 15ms/step - loss: 0.1788 - accuracy: 0.9336 - val_loss: 0.1857 - val_accuracy: 0.9438
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.0880 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1604 - accuracy: 0.9509
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21/40 [==============>...............] - ETA: 0s - loss: 0.1610 - accuracy: 0.9435
28/40 [====================>.........] - ETA: 0s - loss: 0.1608 - accuracy: 0.9475
35/40 [=========================>....] - ETA: 0s - loss: 0.1707 - accuracy: 0.9446
40/40 [==============================] - 0s 8ms/step - loss: 0.1781 - accuracy: 0.9375
40/40 [==============================] - 1s 13ms/step - loss: 0.1781 - accuracy: 0.9375 - val_loss: 0.1784 - val_accuracy: 0.9375
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1326 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1388 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1721 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1721 - accuracy: 0.9391 - val_loss: 0.1815 - val_accuracy: 0.9469
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1678 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1387 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1688 - accuracy: 0.9395
37/40 [==========================>...] - ETA: 0s - loss: 0.1622 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1642 - accuracy: 0.9453
40/40 [==============================] - 1s 14ms/step - loss: 0.1642 - accuracy: 0.9453 - val_loss: 0.1811 - val_accuracy: 0.9438
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.0878 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1345 - accuracy: 0.9554
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36/40 [==========================>...] - ETA: 0s - loss: 0.1591 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1578 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1578 - accuracy: 0.9398 - val_loss: 0.1750 - val_accuracy: 0.9438
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1378 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1197 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1437 - accuracy: 0.9536
37/40 [==========================>...] - ETA: 0s - loss: 0.1529 - accuracy: 0.9485
40/40 [==============================] - 0s 9ms/step - loss: 0.1612 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1612 - accuracy: 0.9414 - val_loss: 0.1659 - val_accuracy: 0.9469
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.2228 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1585 - accuracy: 0.9420
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33/40 [=======================>......] - ETA: 0s - loss: 0.1478 - accuracy: 0.9489
40/40 [==============================] - 0s 9ms/step - loss: 0.1537 - accuracy: 0.9453
40/40 [==============================] - 1s 13ms/step - loss: 0.1537 - accuracy: 0.9453 - val_loss: 0.1757 - val_accuracy: 0.9469
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1212 - accuracy: 0.9688
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32/40 [=======================>......] - ETA: 0s - loss: 0.1514 - accuracy: 0.9434
38/40 [===========================>..] - ETA: 0s - loss: 0.1509 - accuracy: 0.9433
40/40 [==============================] - 0s 9ms/step - loss: 0.1501 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1501 - accuracy: 0.9445 - val_loss: 0.1638 - val_accuracy: 0.9469
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1540 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1749 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.1475 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1480 - accuracy: 0.9426
40/40 [==============================] - 0s 9ms/step - loss: 0.1461 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1461 - accuracy: 0.9445 - val_loss: 0.1561 - val_accuracy: 0.9531
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1459 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1489 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1489 - accuracy: 0.9422 - val_loss: 0.1777 - val_accuracy: 0.9469
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.2153 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1742 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1469 - accuracy: 0.9486
37/40 [==========================>...] - ETA: 0s - loss: 0.1446 - accuracy: 0.9510
40/40 [==============================] - 0s 9ms/step - loss: 0.1424 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1424 - accuracy: 0.9500 - val_loss: 0.1527 - val_accuracy: 0.9563
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.1342 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1501 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1473 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1403 - accuracy: 0.9502
40/40 [==============================] - 0s 10ms/step - loss: 0.1395 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1395 - accuracy: 0.9500 - val_loss: 0.1496 - val_accuracy: 0.9500
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.1658 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1706 - accuracy: 0.9330
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33/40 [=======================>......] - ETA: 0s - loss: 0.1333 - accuracy: 0.9517
40/40 [==============================] - 0s 9ms/step - loss: 0.1392 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1392 - accuracy: 0.9477 - val_loss: 0.1512 - val_accuracy: 0.9531
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.1476 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1310 - accuracy: 0.9509
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36/40 [==========================>...] - ETA: 0s - loss: 0.1347 - accuracy: 0.9453
40/40 [==============================] - 0s 10ms/step - loss: 0.1364 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1364 - accuracy: 0.9445 - val_loss: 0.1460 - val_accuracy: 0.9563
Epoch 54/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1698 - accuracy: 0.9323
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33/40 [=======================>......] - ETA: 0s - loss: 0.1318 - accuracy: 0.9498
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40/40 [==============================] - 0s 10ms/step - loss: 0.1310 - accuracy: 0.9484
40/40 [==============================] - 1s 15ms/step - loss: 0.1310 - accuracy: 0.9484 - val_loss: 0.1455 - val_accuracy: 0.9531
Epoch 55/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1424 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1291 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1291 - accuracy: 0.9563 - val_loss: 0.1387 - val_accuracy: 0.9625
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1298 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1298 - accuracy: 0.9508 - val_loss: 0.1370 - val_accuracy: 0.9625
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.0497 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1023 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1272 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1272 - accuracy: 0.9523 - val_loss: 0.1416 - val_accuracy: 0.9531
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1258 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1258 - accuracy: 0.9508 - val_loss: 0.1318 - val_accuracy: 0.9531
Epoch 59/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1218 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1218 - accuracy: 0.9563 - val_loss: 0.1315 - val_accuracy: 0.9563
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1210 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1210 - accuracy: 0.9500 - val_loss: 0.1355 - val_accuracy: 0.9563
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1192 - accuracy: 0.9570
40/40 [==============================] - 1s 21ms/step - loss: 0.1192 - accuracy: 0.9570 - val_loss: 0.1305 - val_accuracy: 0.9656
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1157 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1157 - accuracy: 0.9523 - val_loss: 0.1256 - val_accuracy: 0.9625
Epoch 63/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1223 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1144 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1144 - accuracy: 0.9578 - val_loss: 0.1243 - val_accuracy: 0.9656
Epoch 64/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.1158 - accuracy: 0.9547
40/40 [==============================] - 1s 16ms/step - loss: 0.1158 - accuracy: 0.9547 - val_loss: 0.1310 - val_accuracy: 0.9531
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1137 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1137 - accuracy: 0.9578 - val_loss: 0.1238 - val_accuracy: 0.9625
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0984 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1142 - accuracy: 0.9578
40/40 [==============================] - 1s 16ms/step - loss: 0.1142 - accuracy: 0.9578 - val_loss: 0.1386 - val_accuracy: 0.9500
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1020 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1111 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1111 - accuracy: 0.9609 - val_loss: 0.1184 - val_accuracy: 0.9688
Epoch 68/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1068 - accuracy: 0.9643
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38/40 [===========================>..] - ETA: 0s - loss: 0.1084 - accuracy: 0.9589
40/40 [==============================] - 0s 9ms/step - loss: 0.1079 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1079 - accuracy: 0.9586 - val_loss: 0.1268 - val_accuracy: 0.9563
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1101 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1101 - accuracy: 0.9547 - val_loss: 0.1341 - val_accuracy: 0.9531
Epoch 70/100
1/40 [..............................] - ETA: 0s - loss: 0.0229 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1073 - accuracy: 0.9554
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40/40 [==============================] - 0s 10ms/step - loss: 0.1068 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1068 - accuracy: 0.9586 - val_loss: 0.1150 - val_accuracy: 0.9688
Epoch 71/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1020 - accuracy: 0.9618
40/40 [==============================] - 0s 9ms/step - loss: 0.1024 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1024 - accuracy: 0.9617 - val_loss: 0.1161 - val_accuracy: 0.9594
Epoch 72/100
1/40 [..............................] - ETA: 0s - loss: 0.0170 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0828 - accuracy: 0.9732
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37/40 [==========================>...] - ETA: 0s - loss: 0.1037 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1036 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1036 - accuracy: 0.9602 - val_loss: 0.1181 - val_accuracy: 0.9656
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.0316 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9866
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40/40 [==============================] - 0s 8ms/step - loss: 0.1015 - accuracy: 0.9602
40/40 [==============================] - 1s 13ms/step - loss: 0.1015 - accuracy: 0.9602 - val_loss: 0.1170 - val_accuracy: 0.9594
Epoch 74/100
1/40 [..............................] - ETA: 0s - loss: 0.1256 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9509
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39/40 [============================>.] - ETA: 0s - loss: 0.1024 - accuracy: 0.9615
40/40 [==============================] - 0s 9ms/step - loss: 0.1028 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1028 - accuracy: 0.9609 - val_loss: 0.1338 - val_accuracy: 0.9500
Epoch 75/100
1/40 [..............................] - ETA: 0s - loss: 0.0383 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1028 - accuracy: 0.9643
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37/40 [==========================>...] - ETA: 0s - loss: 0.0997 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.0988 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.0988 - accuracy: 0.9617 - val_loss: 0.1191 - val_accuracy: 0.9594
Epoch 76/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0968 - accuracy: 0.9643
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37/40 [==========================>...] - ETA: 0s - loss: 0.0994 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1019 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1019 - accuracy: 0.9617 - val_loss: 0.1075 - val_accuracy: 0.9719
Epoch 77/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0918 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1027 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1073 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1017 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1017 - accuracy: 0.9602 - val_loss: 0.1180 - val_accuracy: 0.9625
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0599 - accuracy: 0.9777
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31/40 [======================>.......] - ETA: 0s - loss: 0.1009 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1002 - accuracy: 0.9586
40/40 [==============================] - 0s 9ms/step - loss: 0.1021 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1021 - accuracy: 0.9586 - val_loss: 0.1075 - val_accuracy: 0.9719
Epoch 79/100
1/40 [..............................] - ETA: 0s - loss: 0.0356 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0711 - accuracy: 0.9732
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34/40 [========================>.....] - ETA: 0s - loss: 0.0968 - accuracy: 0.9577
40/40 [==============================] - 0s 8ms/step - loss: 0.0968 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.0968 - accuracy: 0.9609 - val_loss: 0.1070 - val_accuracy: 0.9688
Epoch 80/100
1/40 [..............................] - ETA: 0s - loss: 0.1669 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1176 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.0992 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0992 - accuracy: 0.9633 - val_loss: 0.1075 - val_accuracy: 0.9625
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0974 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.0974 - accuracy: 0.9594 - val_loss: 0.1275 - val_accuracy: 0.9594
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0953 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0953 - accuracy: 0.9664 - val_loss: 0.1067 - val_accuracy: 0.9688
Epoch 83/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1116 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.0950 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.0950 - accuracy: 0.9602 - val_loss: 0.1193 - val_accuracy: 0.9625
Epoch 84/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1209 - accuracy: 0.9375
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40/40 [==============================] - 0s 8ms/step - loss: 0.0981 - accuracy: 0.9586
40/40 [==============================] - 1s 13ms/step - loss: 0.0981 - accuracy: 0.9586 - val_loss: 0.1076 - val_accuracy: 0.9625
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0920 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0920 - accuracy: 0.9625 - val_loss: 0.1212 - val_accuracy: 0.9594
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0921 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0921 - accuracy: 0.9641 - val_loss: 0.1011 - val_accuracy: 0.9719
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0894 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0894 - accuracy: 0.9656 - val_loss: 0.1046 - val_accuracy: 0.9625
Epoch 88/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0821 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0900 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0900 - accuracy: 0.9656 - val_loss: 0.1059 - val_accuracy: 0.9625
Epoch 89/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1015 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.0905 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0905 - accuracy: 0.9641 - val_loss: 0.1039 - val_accuracy: 0.9594
Epoch 90/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1232 - accuracy: 0.9554
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40/40 [==============================] - 0s 8ms/step - loss: 0.0932 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.0932 - accuracy: 0.9625 - val_loss: 0.1248 - val_accuracy: 0.9594
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0944 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.0944 - accuracy: 0.9625 - val_loss: 0.0967 - val_accuracy: 0.9750
Epoch 92/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1095 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.0900 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.0900 - accuracy: 0.9609 - val_loss: 0.1134 - val_accuracy: 0.9563
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.1141 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0951 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0891 - accuracy: 0.9627
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40/40 [==============================] - 0s 9ms/step - loss: 0.0898 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.0898 - accuracy: 0.9602 - val_loss: 0.0990 - val_accuracy: 0.9656
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0534 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0717 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0872 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0872 - accuracy: 0.9648 - val_loss: 0.1116 - val_accuracy: 0.9625
Epoch 95/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0832 - accuracy: 0.9635
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31/40 [======================>.......] - ETA: 0s - loss: 0.0838 - accuracy: 0.9617
38/40 [===========================>..] - ETA: 0s - loss: 0.0847 - accuracy: 0.9613
40/40 [==============================] - 0s 9ms/step - loss: 0.0862 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.0862 - accuracy: 0.9602 - val_loss: 0.0935 - val_accuracy: 0.9656
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.1430 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1011 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.0920 - accuracy: 0.9627
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40/40 [==============================] - 0s 9ms/step - loss: 0.0920 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0920 - accuracy: 0.9625 - val_loss: 0.0923 - val_accuracy: 0.9719
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.1249 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1057 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.0836 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0836 - accuracy: 0.9664 - val_loss: 0.1021 - val_accuracy: 0.9625
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.2934 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1262 - accuracy: 0.9509
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19/40 [=============>................] - ETA: 0s - loss: 0.1004 - accuracy: 0.9539
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31/40 [======================>.......] - ETA: 0s - loss: 0.0904 - accuracy: 0.9607
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40/40 [==============================] - 0s 9ms/step - loss: 0.0858 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0858 - accuracy: 0.9633 - val_loss: 0.0926 - val_accuracy: 0.9750
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1374 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.0604 - accuracy: 0.9732
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39/40 [============================>.] - ETA: 0s - loss: 0.0925 - accuracy: 0.9655
40/40 [==============================] - 0s 10ms/step - loss: 0.0941 - accuracy: 0.9641
40/40 [==============================] - 1s 16ms/step - loss: 0.0941 - accuracy: 0.9641 - val_loss: 0.0977 - val_accuracy: 0.9656
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1534 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0949 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0847 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0847 - accuracy: 0.9633 - val_loss: 0.0918 - val_accuracy: 0.97192022-11-21 20:03:29.788235: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 3ms/step
13/13 [==============================] - 0s 3ms/step
[1] 0.968
Epoch 1/1002022-11-21 20:03:30.034151: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 62.0062 - accuracy: 0.0000e+00
5/40 [==>...........................] - ETA: 0s - loss: 58.0325 - accuracy: 0.0000e+00
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27/40 [===================>..........] - ETA: 0s - loss: 48.7763 - accuracy: 0.0000e+00
33/40 [=======================>......] - ETA: 0s - loss: 46.0742 - accuracy: 0.0000e+00
39/40 [============================>.] - ETA: 0s - loss: 43.4255 - accuracy: 0.0000e+00
40/40 [==============================] - 1s 10ms/step - loss: 42.8637 - accuracy: 0.0000e+002022-11-21 20:03:30.577850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 42.8637 - accuracy: 0.0000e+00 - val_loss: 25.5507 - val_accuracy: 0.0000e+00
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 28.4526 - accuracy: 0.0000e+00
7/40 [====>.........................] - ETA: 0s - loss: 25.3956 - accuracy: 0.0000e+00
13/40 [========>.....................] - ETA: 0s - loss: 22.8401 - accuracy: 0.0024
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25/40 [=================>............] - ETA: 0s - loss: 19.2434 - accuracy: 0.0775
31/40 [======================>.......] - ETA: 0s - loss: 17.4894 - accuracy: 0.0867
37/40 [==========================>...] - ETA: 0s - loss: 16.0987 - accuracy: 0.0921
40/40 [==============================] - 0s 9ms/step - loss: 15.5052 - accuracy: 0.0891
40/40 [==============================] - 1s 14ms/step - loss: 15.5052 - accuracy: 0.0891 - val_loss: 8.5117 - val_accuracy: 0.0406
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 10.7082 - accuracy: 0.0000e+00
7/40 [====>.........................] - ETA: 0s - loss: 8.3164 - accuracy: 0.0402
13/40 [========>.....................] - ETA: 0s - loss: 7.7257 - accuracy: 0.0385
19/40 [=============>................] - ETA: 0s - loss: 6.8645 - accuracy: 0.0345
25/40 [=================>............] - ETA: 0s - loss: 6.0961 - accuracy: 0.0487
31/40 [======================>.......] - ETA: 0s - loss: 5.3860 - accuracy: 0.0615
37/40 [==========================>...] - ETA: 0s - loss: 4.8046 - accuracy: 0.0887
40/40 [==============================] - 0s 9ms/step - loss: 4.5514 - accuracy: 0.1117
40/40 [==============================] - 1s 14ms/step - loss: 4.5514 - accuracy: 0.1117 - val_loss: 1.4860 - val_accuracy: 0.5312
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.7870 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 1.4723 - accuracy: 0.5089
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32/40 [=======================>......] - ETA: 0s - loss: 1.3102 - accuracy: 0.5840
39/40 [============================>.] - ETA: 0s - loss: 1.2931 - accuracy: 0.5946
40/40 [==============================] - 0s 9ms/step - loss: 1.2907 - accuracy: 0.5930
40/40 [==============================] - 1s 14ms/step - loss: 1.2907 - accuracy: 0.5930 - val_loss: 1.2769 - val_accuracy: 0.5750
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.0124 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 1.1910 - accuracy: 0.6116
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20/40 [==============>...............] - ETA: 0s - loss: 1.2196 - accuracy: 0.5969
27/40 [===================>..........] - ETA: 0s - loss: 1.2139 - accuracy: 0.6100
33/40 [=======================>......] - ETA: 0s - loss: 1.2111 - accuracy: 0.6155
39/40 [============================>.] - ETA: 0s - loss: 1.2207 - accuracy: 0.6154
40/40 [==============================] - 0s 9ms/step - loss: 1.2224 - accuracy: 0.6125
40/40 [==============================] - 1s 14ms/step - loss: 1.2224 - accuracy: 0.6125 - val_loss: 1.2542 - val_accuracy: 0.5938
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.1698 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 1.2781 - accuracy: 0.6562
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19/40 [=============>................] - ETA: 0s - loss: 1.2527 - accuracy: 0.6349
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31/40 [======================>.......] - ETA: 0s - loss: 1.2302 - accuracy: 0.6431
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40/40 [==============================] - 0s 9ms/step - loss: 1.2036 - accuracy: 0.6422
40/40 [==============================] - 1s 14ms/step - loss: 1.2036 - accuracy: 0.6422 - val_loss: 1.2356 - val_accuracy: 0.5969
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.1585 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.2018 - accuracy: 0.6384
13/40 [========>.....................] - ETA: 0s - loss: 1.1797 - accuracy: 0.6755
19/40 [=============>................] - ETA: 0s - loss: 1.1986 - accuracy: 0.6727
25/40 [=================>............] - ETA: 0s - loss: 1.1885 - accuracy: 0.6712
31/40 [======================>.......] - ETA: 0s - loss: 1.1848 - accuracy: 0.6643
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40/40 [==============================] - 0s 9ms/step - loss: 1.1819 - accuracy: 0.6555
40/40 [==============================] - 1s 14ms/step - loss: 1.1819 - accuracy: 0.6555 - val_loss: 1.2126 - val_accuracy: 0.6156
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.0610 - accuracy: 0.6875
6/40 [===>..........................] - ETA: 0s - loss: 1.1774 - accuracy: 0.6927
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40/40 [==============================] - 0s 9ms/step - loss: 1.1620 - accuracy: 0.6508
40/40 [==============================] - 1s 14ms/step - loss: 1.1620 - accuracy: 0.6508 - val_loss: 1.1930 - val_accuracy: 0.6094
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.2060 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 1.2571 - accuracy: 0.6250
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31/40 [======================>.......] - ETA: 0s - loss: 1.1547 - accuracy: 0.6573
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40/40 [==============================] - 0s 9ms/step - loss: 1.1374 - accuracy: 0.6703
40/40 [==============================] - 1s 14ms/step - loss: 1.1374 - accuracy: 0.6703 - val_loss: 1.1624 - val_accuracy: 0.6406
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.8407 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 1.1124 - accuracy: 0.6875
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35/40 [=========================>....] - ETA: 0s - loss: 1.1130 - accuracy: 0.6893
40/40 [==============================] - 0s 8ms/step - loss: 1.1133 - accuracy: 0.6859
40/40 [==============================] - 1s 13ms/step - loss: 1.1133 - accuracy: 0.6859 - val_loss: 1.1340 - val_accuracy: 0.6469
Epoch 11/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.1011 - accuracy: 0.6830
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31/40 [======================>.......] - ETA: 0s - loss: 1.0908 - accuracy: 0.6855
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40/40 [==============================] - 0s 9ms/step - loss: 1.0943 - accuracy: 0.6914
40/40 [==============================] - 1s 14ms/step - loss: 1.0943 - accuracy: 0.6914 - val_loss: 1.1084 - val_accuracy: 0.6406
Epoch 12/100
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6/40 [===>..........................] - ETA: 0s - loss: 1.0185 - accuracy: 0.7188
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40/40 [==============================] - 0s 9ms/step - loss: 1.0736 - accuracy: 0.6953
40/40 [==============================] - 1s 14ms/step - loss: 1.0736 - accuracy: 0.6953 - val_loss: 1.0968 - val_accuracy: 0.6500
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0831 - accuracy: 0.6964
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40/40 [==============================] - 0s 9ms/step - loss: 1.0528 - accuracy: 0.7008
40/40 [==============================] - 1s 15ms/step - loss: 1.0528 - accuracy: 0.7008 - val_loss: 1.0673 - val_accuracy: 0.6625
Epoch 14/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9226 - accuracy: 0.7411
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40/40 [==============================] - 0s 9ms/step - loss: 1.0272 - accuracy: 0.7039
40/40 [==============================] - 1s 14ms/step - loss: 1.0272 - accuracy: 0.7039 - val_loss: 1.0390 - val_accuracy: 0.6625
Epoch 15/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0064 - accuracy: 0.7411
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40/40 [==============================] - 0s 9ms/step - loss: 1.0048 - accuracy: 0.7094
40/40 [==============================] - 1s 13ms/step - loss: 1.0048 - accuracy: 0.7094 - val_loss: 1.0178 - val_accuracy: 0.6625
Epoch 16/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9930 - accuracy: 0.7098
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21/40 [==============>...............] - ETA: 0s - loss: 0.9768 - accuracy: 0.7158
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34/40 [========================>.....] - ETA: 0s - loss: 0.9912 - accuracy: 0.7059
40/40 [==============================] - 0s 8ms/step - loss: 0.9841 - accuracy: 0.7070
40/40 [==============================] - 1s 13ms/step - loss: 0.9841 - accuracy: 0.7070 - val_loss: 0.9934 - val_accuracy: 0.6719
Epoch 17/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9978 - accuracy: 0.7009
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40/40 [==============================] - 0s 9ms/step - loss: 0.9650 - accuracy: 0.7164
40/40 [==============================] - 1s 14ms/step - loss: 0.9650 - accuracy: 0.7164 - val_loss: 0.9723 - val_accuracy: 0.6781
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.9269 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.9423 - accuracy: 0.7500
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31/40 [======================>.......] - ETA: 0s - loss: 0.9464 - accuracy: 0.7359
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40/40 [==============================] - 0s 9ms/step - loss: 0.9448 - accuracy: 0.7320
40/40 [==============================] - 1s 14ms/step - loss: 0.9448 - accuracy: 0.7320 - val_loss: 0.9514 - val_accuracy: 0.6813
Epoch 19/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8989 - accuracy: 0.7411
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31/40 [======================>.......] - ETA: 0s - loss: 0.9060 - accuracy: 0.7319
37/40 [==========================>...] - ETA: 0s - loss: 0.9206 - accuracy: 0.7272
40/40 [==============================] - 0s 9ms/step - loss: 0.9237 - accuracy: 0.7242
40/40 [==============================] - 1s 15ms/step - loss: 0.9237 - accuracy: 0.7242 - val_loss: 0.9331 - val_accuracy: 0.6813
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.9996 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.8564 - accuracy: 0.7455
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40/40 [==============================] - 0s 9ms/step - loss: 0.9108 - accuracy: 0.7312
40/40 [==============================] - 1s 14ms/step - loss: 0.9108 - accuracy: 0.7312 - val_loss: 0.9105 - val_accuracy: 0.7031
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.9048 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.9101 - accuracy: 0.6920
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40/40 [==============================] - 0s 8ms/step - loss: 0.8823 - accuracy: 0.7445
40/40 [==============================] - 1s 13ms/step - loss: 0.8823 - accuracy: 0.7445 - val_loss: 0.9027 - val_accuracy: 0.6969
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 1.1855 - accuracy: 0.5938
6/40 [===>..........................] - ETA: 0s - loss: 0.9098 - accuracy: 0.7031
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40/40 [==============================] - 0s 9ms/step - loss: 0.8731 - accuracy: 0.7477
40/40 [==============================] - 1s 14ms/step - loss: 0.8731 - accuracy: 0.7477 - val_loss: 0.8809 - val_accuracy: 0.7031
Epoch 23/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9196 - accuracy: 0.7054
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40/40 [==============================] - 0s 9ms/step - loss: 0.8520 - accuracy: 0.7523
40/40 [==============================] - 1s 14ms/step - loss: 0.8520 - accuracy: 0.7523 - val_loss: 0.8685 - val_accuracy: 0.7125
Epoch 24/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.9329 - accuracy: 0.6920
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37/40 [==========================>...] - ETA: 0s - loss: 0.8386 - accuracy: 0.7542
40/40 [==============================] - 0s 9ms/step - loss: 0.8369 - accuracy: 0.7523
40/40 [==============================] - 1s 14ms/step - loss: 0.8369 - accuracy: 0.7523 - val_loss: 0.8426 - val_accuracy: 0.7312
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.7576 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.8569 - accuracy: 0.7411
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31/40 [======================>.......] - ETA: 0s - loss: 0.8251 - accuracy: 0.7571
37/40 [==========================>...] - ETA: 0s - loss: 0.8171 - accuracy: 0.7559
40/40 [==============================] - 0s 9ms/step - loss: 0.8141 - accuracy: 0.7563
40/40 [==============================] - 1s 14ms/step - loss: 0.8141 - accuracy: 0.7563 - val_loss: 0.8237 - val_accuracy: 0.7406
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.8284 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.7992 - accuracy: 0.7723
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20/40 [==============>...............] - ETA: 0s - loss: 0.8063 - accuracy: 0.7609
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32/40 [=======================>......] - ETA: 0s - loss: 0.8157 - accuracy: 0.7529
39/40 [============================>.] - ETA: 0s - loss: 0.7976 - accuracy: 0.7588
40/40 [==============================] - 0s 9ms/step - loss: 0.7950 - accuracy: 0.7586
40/40 [==============================] - 1s 14ms/step - loss: 0.7950 - accuracy: 0.7586 - val_loss: 0.8304 - val_accuracy: 0.7438
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.9370 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.8874 - accuracy: 0.7098
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21/40 [==============>...............] - ETA: 0s - loss: 0.8461 - accuracy: 0.7232
28/40 [====================>.........] - ETA: 0s - loss: 0.8255 - accuracy: 0.7366
34/40 [========================>.....] - ETA: 0s - loss: 0.8069 - accuracy: 0.7528
40/40 [==============================] - 0s 8ms/step - loss: 0.7922 - accuracy: 0.7633
40/40 [==============================] - 1s 14ms/step - loss: 0.7922 - accuracy: 0.7633 - val_loss: 0.8044 - val_accuracy: 0.7344
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.7306 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.8170 - accuracy: 0.7455
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19/40 [=============>................] - ETA: 0s - loss: 0.7869 - accuracy: 0.7401
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31/40 [======================>.......] - ETA: 0s - loss: 0.7639 - accuracy: 0.7621
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40/40 [==============================] - 0s 9ms/step - loss: 0.7698 - accuracy: 0.7633
40/40 [==============================] - 1s 14ms/step - loss: 0.7698 - accuracy: 0.7633 - val_loss: 0.7755 - val_accuracy: 0.7500
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.9015 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.7139 - accuracy: 0.8125
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31/40 [======================>.......] - ETA: 0s - loss: 0.7711 - accuracy: 0.7732
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40/40 [==============================] - 0s 9ms/step - loss: 0.7558 - accuracy: 0.7758
40/40 [==============================] - 1s 14ms/step - loss: 0.7558 - accuracy: 0.7758 - val_loss: 0.7575 - val_accuracy: 0.7531
Epoch 30/100
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5/40 [==>...........................] - ETA: 0s - loss: 0.6315 - accuracy: 0.8000
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29/40 [====================>.........] - ETA: 0s - loss: 0.7053 - accuracy: 0.7985
35/40 [=========================>....] - ETA: 0s - loss: 0.7215 - accuracy: 0.7884
40/40 [==============================] - 0s 10ms/step - loss: 0.7343 - accuracy: 0.7852
40/40 [==============================] - 1s 15ms/step - loss: 0.7343 - accuracy: 0.7852 - val_loss: 0.7508 - val_accuracy: 0.7563
Epoch 31/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.7277 - accuracy: 0.8073
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30/40 [=====================>........] - ETA: 0s - loss: 0.7432 - accuracy: 0.7875
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40/40 [==============================] - 0s 9ms/step - loss: 0.7264 - accuracy: 0.7875
40/40 [==============================] - 1s 14ms/step - loss: 0.7264 - accuracy: 0.7875 - val_loss: 0.7262 - val_accuracy: 0.7594
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.5358 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.6713 - accuracy: 0.7723
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21/40 [==============>...............] - ETA: 0s - loss: 0.6943 - accuracy: 0.7902
27/40 [===================>..........] - ETA: 0s - loss: 0.7214 - accuracy: 0.7859
34/40 [========================>.....] - ETA: 0s - loss: 0.7204 - accuracy: 0.7785
40/40 [==============================] - 0s 8ms/step - loss: 0.7136 - accuracy: 0.7852
40/40 [==============================] - 1s 13ms/step - loss: 0.7136 - accuracy: 0.7852 - val_loss: 0.7110 - val_accuracy: 0.7656
Epoch 33/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.7264 - accuracy: 0.7969
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36/40 [==========================>...] - ETA: 0s - loss: 0.7004 - accuracy: 0.7960
40/40 [==============================] - 0s 9ms/step - loss: 0.6931 - accuracy: 0.7961
40/40 [==============================] - 1s 14ms/step - loss: 0.6931 - accuracy: 0.7961 - val_loss: 0.7041 - val_accuracy: 0.7563
Epoch 34/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6246 - accuracy: 0.7768
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40/40 [==============================] - 0s 9ms/step - loss: 0.6806 - accuracy: 0.7977
40/40 [==============================] - 1s 14ms/step - loss: 0.6806 - accuracy: 0.7977 - val_loss: 0.6995 - val_accuracy: 0.7500
Epoch 35/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6710 - accuracy: 0.8080
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40/40 [==============================] - 0s 9ms/step - loss: 0.6729 - accuracy: 0.8016
40/40 [==============================] - 1s 14ms/step - loss: 0.6729 - accuracy: 0.8016 - val_loss: 0.6726 - val_accuracy: 0.7812
Epoch 36/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6819 - accuracy: 0.7991
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31/40 [======================>.......] - ETA: 0s - loss: 0.6716 - accuracy: 0.8024
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40/40 [==============================] - 0s 9ms/step - loss: 0.6622 - accuracy: 0.8016
40/40 [==============================] - 1s 14ms/step - loss: 0.6622 - accuracy: 0.8016 - val_loss: 0.6780 - val_accuracy: 0.7688
Epoch 37/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6138 - accuracy: 0.8393
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40/40 [==============================] - 0s 9ms/step - loss: 0.6449 - accuracy: 0.8125
40/40 [==============================] - 1s 14ms/step - loss: 0.6449 - accuracy: 0.8125 - val_loss: 0.6438 - val_accuracy: 0.7906
Epoch 38/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6334 - accuracy: 0.8102
40/40 [==============================] - 1s 13ms/step - loss: 0.6334 - accuracy: 0.8102 - val_loss: 0.6422 - val_accuracy: 0.7781
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6166 - accuracy: 0.8242
40/40 [==============================] - 1s 14ms/step - loss: 0.6166 - accuracy: 0.8242 - val_loss: 0.6272 - val_accuracy: 0.8031
Epoch 40/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6074 - accuracy: 0.8172
40/40 [==============================] - 1s 14ms/step - loss: 0.6074 - accuracy: 0.8172 - val_loss: 0.6079 - val_accuracy: 0.8094
Epoch 41/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5956 - accuracy: 0.8273
40/40 [==============================] - 1s 15ms/step - loss: 0.5956 - accuracy: 0.8273 - val_loss: 0.5977 - val_accuracy: 0.8094
Epoch 42/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5904 - accuracy: 0.8305
40/40 [==============================] - 1s 14ms/step - loss: 0.5904 - accuracy: 0.8305 - val_loss: 0.5842 - val_accuracy: 0.8156
Epoch 43/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5743 - accuracy: 0.8352
40/40 [==============================] - 1s 13ms/step - loss: 0.5743 - accuracy: 0.8352 - val_loss: 0.5762 - val_accuracy: 0.8094
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5646 - accuracy: 0.8336
40/40 [==============================] - 1s 14ms/step - loss: 0.5646 - accuracy: 0.8336 - val_loss: 0.5673 - val_accuracy: 0.8125
Epoch 45/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5513 - accuracy: 0.8484
40/40 [==============================] - 1s 14ms/step - loss: 0.5513 - accuracy: 0.8484 - val_loss: 0.5555 - val_accuracy: 0.8125
Epoch 46/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5407 - accuracy: 0.8438
40/40 [==============================] - 1s 14ms/step - loss: 0.5407 - accuracy: 0.8438 - val_loss: 0.5461 - val_accuracy: 0.8281
Epoch 47/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5312 - accuracy: 0.8453
40/40 [==============================] - 1s 14ms/step - loss: 0.5312 - accuracy: 0.8453 - val_loss: 0.5317 - val_accuracy: 0.8344
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5230 - accuracy: 0.8523
40/40 [==============================] - 1s 14ms/step - loss: 0.5230 - accuracy: 0.8523 - val_loss: 0.5226 - val_accuracy: 0.8313
Epoch 49/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5116 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.5116 - accuracy: 0.8602 - val_loss: 0.5432 - val_accuracy: 0.8094
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5104 - accuracy: 0.8539
40/40 [==============================] - 1s 15ms/step - loss: 0.5104 - accuracy: 0.8539 - val_loss: 0.5089 - val_accuracy: 0.8375
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4922 - accuracy: 0.8695
40/40 [==============================] - 1s 14ms/step - loss: 0.4922 - accuracy: 0.8695 - val_loss: 0.4976 - val_accuracy: 0.8406
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4878 - accuracy: 0.8594
40/40 [==============================] - 1s 14ms/step - loss: 0.4878 - accuracy: 0.8594 - val_loss: 0.4918 - val_accuracy: 0.8406
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4734 - accuracy: 0.8742
40/40 [==============================] - 1s 14ms/step - loss: 0.4734 - accuracy: 0.8742 - val_loss: 0.4694 - val_accuracy: 0.8531
Epoch 54/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.4631 - accuracy: 0.8758
40/40 [==============================] - 1s 13ms/step - loss: 0.4631 - accuracy: 0.8758 - val_loss: 0.4617 - val_accuracy: 0.8594
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4603 - accuracy: 0.8844
40/40 [==============================] - 1s 14ms/step - loss: 0.4603 - accuracy: 0.8844 - val_loss: 0.4612 - val_accuracy: 0.8656
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4523 - accuracy: 0.8789
40/40 [==============================] - 1s 14ms/step - loss: 0.4523 - accuracy: 0.8789 - val_loss: 0.4476 - val_accuracy: 0.8781
Epoch 57/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4507 - accuracy: 0.8766
40/40 [==============================] - 1s 14ms/step - loss: 0.4507 - accuracy: 0.8766 - val_loss: 0.4440 - val_accuracy: 0.8688
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4304 - accuracy: 0.8875
40/40 [==============================] - 1s 14ms/step - loss: 0.4304 - accuracy: 0.8875 - val_loss: 0.4345 - val_accuracy: 0.8781
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4179 - accuracy: 0.8930
40/40 [==============================] - 1s 14ms/step - loss: 0.4179 - accuracy: 0.8930 - val_loss: 0.4170 - val_accuracy: 0.8813
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4144 - accuracy: 0.8930
40/40 [==============================] - 1s 14ms/step - loss: 0.4144 - accuracy: 0.8930 - val_loss: 0.4132 - val_accuracy: 0.8719
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4106 - accuracy: 0.8930
40/40 [==============================] - 1s 14ms/step - loss: 0.4106 - accuracy: 0.8930 - val_loss: 0.4363 - val_accuracy: 0.8656
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3964 - accuracy: 0.8961
40/40 [==============================] - 1s 14ms/step - loss: 0.3964 - accuracy: 0.8961 - val_loss: 0.4137 - val_accuracy: 0.8688
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3881 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.3881 - accuracy: 0.9031 - val_loss: 0.3873 - val_accuracy: 0.8906
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3761 - accuracy: 0.9078
40/40 [==============================] - 1s 14ms/step - loss: 0.3761 - accuracy: 0.9078 - val_loss: 0.3865 - val_accuracy: 0.8938
Epoch 65/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.3707 - accuracy: 0.9070
40/40 [==============================] - 1s 13ms/step - loss: 0.3707 - accuracy: 0.9070 - val_loss: 0.3701 - val_accuracy: 0.8969
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3606 - accuracy: 0.9062
40/40 [==============================] - 1s 14ms/step - loss: 0.3606 - accuracy: 0.9062 - val_loss: 0.4001 - val_accuracy: 0.8781
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3653 - accuracy: 0.9055
40/40 [==============================] - 1s 14ms/step - loss: 0.3653 - accuracy: 0.9055 - val_loss: 0.3556 - val_accuracy: 0.9062
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3454 - accuracy: 0.9117
40/40 [==============================] - 1s 14ms/step - loss: 0.3454 - accuracy: 0.9117 - val_loss: 0.3470 - val_accuracy: 0.9094
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3400 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.3400 - accuracy: 0.9195 - val_loss: 0.3494 - val_accuracy: 0.8969
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3345 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.3345 - accuracy: 0.9172 - val_loss: 0.3445 - val_accuracy: 0.8938
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3207 - accuracy: 0.9180
40/40 [==============================] - 1s 14ms/step - loss: 0.3207 - accuracy: 0.9180 - val_loss: 0.3300 - val_accuracy: 0.9125
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3230 - accuracy: 0.9164
40/40 [==============================] - 1s 14ms/step - loss: 0.3230 - accuracy: 0.9164 - val_loss: 0.3233 - val_accuracy: 0.9125
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.2013 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.3190 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.3062 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.3062 - accuracy: 0.9250 - val_loss: 0.3152 - val_accuracy: 0.9156
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3075 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.3075 - accuracy: 0.9227 - val_loss: 0.3144 - val_accuracy: 0.9219
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3182 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.2991 - accuracy: 0.9203
40/40 [==============================] - 1s 14ms/step - loss: 0.2991 - accuracy: 0.9203 - val_loss: 0.3015 - val_accuracy: 0.9313
Epoch 76/100
1/40 [..............................] - ETA: 0s - loss: 0.1973 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2721 - accuracy: 0.9286
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40/40 [==============================] - 0s 8ms/step - loss: 0.2950 - accuracy: 0.9289
40/40 [==============================] - 1s 13ms/step - loss: 0.2950 - accuracy: 0.9289 - val_loss: 0.2987 - val_accuracy: 0.9281
Epoch 77/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2613 - accuracy: 0.9554
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37/40 [==========================>...] - ETA: 0s - loss: 0.2752 - accuracy: 0.9257
40/40 [==============================] - 0s 9ms/step - loss: 0.2800 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.2800 - accuracy: 0.9250 - val_loss: 0.2915 - val_accuracy: 0.9344
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2661 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.2758 - accuracy: 0.9266
40/40 [==============================] - 1s 14ms/step - loss: 0.2758 - accuracy: 0.9266 - val_loss: 0.2917 - val_accuracy: 0.9281
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2613 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.2721 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.2721 - accuracy: 0.9352 - val_loss: 0.2882 - val_accuracy: 0.9250
Epoch 80/100
1/40 [..............................] - ETA: 0s - loss: 0.1995 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2306 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.2657 - accuracy: 0.9313
40/40 [==============================] - 1s 14ms/step - loss: 0.2657 - accuracy: 0.9313 - val_loss: 0.2799 - val_accuracy: 0.9250
Epoch 81/100
1/40 [..............................] - ETA: 0s - loss: 0.1991 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2343 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.2561 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.2561 - accuracy: 0.9414 - val_loss: 0.2720 - val_accuracy: 0.9344
Epoch 82/100
1/40 [..............................] - ETA: 0s - loss: 0.3029 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2291 - accuracy: 0.9330
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35/40 [=========================>....] - ETA: 0s - loss: 0.2575 - accuracy: 0.9339
40/40 [==============================] - 0s 8ms/step - loss: 0.2579 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.2579 - accuracy: 0.9352 - val_loss: 0.2619 - val_accuracy: 0.9281
Epoch 83/100
1/40 [..............................] - ETA: 0s - loss: 0.2247 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2507 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.2507 - accuracy: 0.9359 - val_loss: 0.2557 - val_accuracy: 0.9281
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2496 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.2496 - accuracy: 0.9375 - val_loss: 0.2515 - val_accuracy: 0.9344
Epoch 85/100
1/40 [..............................] - ETA: 0s - loss: 0.1676 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2336 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.2432 - accuracy: 0.9395
37/40 [==========================>...] - ETA: 0s - loss: 0.2448 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.2398 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.2398 - accuracy: 0.9391 - val_loss: 0.2524 - val_accuracy: 0.9313
Epoch 86/100
1/40 [..............................] - ETA: 0s - loss: 0.1343 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2342 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2383 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.2383 - accuracy: 0.9422 - val_loss: 0.2422 - val_accuracy: 0.9375
Epoch 87/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2002 - accuracy: 0.9598
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35/40 [=========================>....] - ETA: 0s - loss: 0.2386 - accuracy: 0.9420
40/40 [==============================] - 0s 8ms/step - loss: 0.2320 - accuracy: 0.9438
40/40 [==============================] - 1s 13ms/step - loss: 0.2320 - accuracy: 0.9438 - val_loss: 0.2361 - val_accuracy: 0.9375
Epoch 88/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2416 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2269 - accuracy: 0.9453
40/40 [==============================] - 1s 14ms/step - loss: 0.2269 - accuracy: 0.9453 - val_loss: 0.2323 - val_accuracy: 0.9313
Epoch 89/100
1/40 [..............................] - ETA: 0s - loss: 0.2155 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.2333 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.2333 - accuracy: 0.9445 - val_loss: 0.2695 - val_accuracy: 0.9250
Epoch 90/100
1/40 [..............................] - ETA: 0s - loss: 0.2963 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2310 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.2315 - accuracy: 0.9395
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40/40 [==============================] - 0s 9ms/step - loss: 0.2303 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.2303 - accuracy: 0.9398 - val_loss: 0.2388 - val_accuracy: 0.9344
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2503 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.2131 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.2131 - accuracy: 0.9531 - val_loss: 0.2316 - val_accuracy: 0.9406
Epoch 92/100
1/40 [..............................] - ETA: 0s - loss: 0.4198 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2583 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.2144 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.2144 - accuracy: 0.9531 - val_loss: 0.2308 - val_accuracy: 0.9406
Epoch 93/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.2083 - accuracy: 0.9484
40/40 [==============================] - 1s 13ms/step - loss: 0.2083 - accuracy: 0.9484 - val_loss: 0.2148 - val_accuracy: 0.9375
Epoch 94/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1983 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.2027 - accuracy: 0.9453
40/40 [==============================] - 1s 14ms/step - loss: 0.2027 - accuracy: 0.9453 - val_loss: 0.2144 - val_accuracy: 0.9469
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1992 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1992 - accuracy: 0.9500 - val_loss: 0.2092 - val_accuracy: 0.9438
Epoch 96/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1955 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1955 - accuracy: 0.9523 - val_loss: 0.2011 - val_accuracy: 0.9438
Epoch 97/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1892 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1935 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1935 - accuracy: 0.9508 - val_loss: 0.2034 - val_accuracy: 0.9531
Epoch 98/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2141 - accuracy: 0.9375
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40/40 [==============================] - 0s 8ms/step - loss: 0.1882 - accuracy: 0.9570
40/40 [==============================] - 1s 13ms/step - loss: 0.1882 - accuracy: 0.9570 - val_loss: 0.1952 - val_accuracy: 0.9375
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1240 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1722 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1856 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1856 - accuracy: 0.9531 - val_loss: 0.1947 - val_accuracy: 0.9406
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1826 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1826 - accuracy: 0.9555 - val_loss: 0.1892 - val_accuracy: 0.94692022-11-21 20:04:26.851612: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.965
Epoch 1/1002022-11-21 20:04:27.757102: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 34s - loss: 45.9824 - accuracy: 0.0000e+00
5/40 [==>...........................] - ETA: 0s - loss: 36.5153 - accuracy: 0.0188
10/40 [======>.......................] - ETA: 0s - loss: 32.9753 - accuracy: 0.0500
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34/40 [========================>.....] - ETA: 0s - loss: 22.9004 - accuracy: 0.1994
40/40 [==============================] - 1s 10ms/step - loss: 21.2460 - accuracy: 0.20232022-11-21 20:04:28.306502: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 2s 27ms/step - loss: 21.2460 - accuracy: 0.2023 - val_loss: 8.5884 - val_accuracy: 0.2438
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 8.0160 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 6.8466 - accuracy: 0.2589
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31/40 [======================>.......] - ETA: 0s - loss: 3.5526 - accuracy: 0.2480
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40/40 [==============================] - 0s 9ms/step - loss: 3.1342 - accuracy: 0.2484
40/40 [==============================] - 1s 14ms/step - loss: 3.1342 - accuracy: 0.2484 - val_loss: 1.6585 - val_accuracy: 0.2344
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 1.5846 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.6640 - accuracy: 0.2902
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31/40 [======================>.......] - ETA: 0s - loss: 1.6135 - accuracy: 0.2873
37/40 [==========================>...] - ETA: 0s - loss: 1.6029 - accuracy: 0.2914
40/40 [==============================] - 0s 9ms/step - loss: 1.6026 - accuracy: 0.2914
40/40 [==============================] - 1s 14ms/step - loss: 1.6026 - accuracy: 0.2914 - val_loss: 1.5315 - val_accuracy: 0.2781
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.5759 - accuracy: 0.2188
6/40 [===>..........................] - ETA: 0s - loss: 1.5881 - accuracy: 0.2448
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29/40 [====================>.........] - ETA: 0s - loss: 1.5553 - accuracy: 0.2802
35/40 [=========================>....] - ETA: 0s - loss: 1.5432 - accuracy: 0.2964
40/40 [==============================] - 0s 10ms/step - loss: 1.5410 - accuracy: 0.2945
40/40 [==============================] - 1s 15ms/step - loss: 1.5410 - accuracy: 0.2945 - val_loss: 1.4931 - val_accuracy: 0.2906
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.5570 - accuracy: 0.2500
7/40 [====>.........................] - ETA: 0s - loss: 1.5197 - accuracy: 0.2277
13/40 [========>.....................] - ETA: 0s - loss: 1.4842 - accuracy: 0.2909
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31/40 [======================>.......] - ETA: 0s - loss: 1.5029 - accuracy: 0.2964
37/40 [==========================>...] - ETA: 0s - loss: 1.5018 - accuracy: 0.2990
40/40 [==============================] - 0s 9ms/step - loss: 1.5037 - accuracy: 0.3039
40/40 [==============================] - 1s 14ms/step - loss: 1.5037 - accuracy: 0.3039 - val_loss: 1.4552 - val_accuracy: 0.3219
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.3758 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.4755 - accuracy: 0.3304
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26/40 [==================>...........] - ETA: 0s - loss: 1.4675 - accuracy: 0.3317
33/40 [=======================>......] - ETA: 0s - loss: 1.4665 - accuracy: 0.3324
40/40 [==============================] - 0s 8ms/step - loss: 1.4627 - accuracy: 0.3305
40/40 [==============================] - 1s 13ms/step - loss: 1.4627 - accuracy: 0.3305 - val_loss: 1.4157 - val_accuracy: 0.3281
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.4582 - accuracy: 0.4062
6/40 [===>..........................] - ETA: 0s - loss: 1.4302 - accuracy: 0.3542
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31/40 [======================>.......] - ETA: 0s - loss: 1.4232 - accuracy: 0.3448
37/40 [==========================>...] - ETA: 0s - loss: 1.4271 - accuracy: 0.3387
40/40 [==============================] - 0s 9ms/step - loss: 1.4212 - accuracy: 0.3430
40/40 [==============================] - 1s 14ms/step - loss: 1.4212 - accuracy: 0.3430 - val_loss: 1.3674 - val_accuracy: 0.3531
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.3405 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.3710 - accuracy: 0.3839
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31/40 [======================>.......] - ETA: 0s - loss: 1.3855 - accuracy: 0.3569
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40/40 [==============================] - 0s 9ms/step - loss: 1.3754 - accuracy: 0.3641
40/40 [==============================] - 1s 20ms/step - loss: 1.3754 - accuracy: 0.3641 - val_loss: 1.3166 - val_accuracy: 0.3906
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.3533 - accuracy: 0.2812
7/40 [====>.........................] - ETA: 0s - loss: 1.3304 - accuracy: 0.3973
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31/40 [======================>.......] - ETA: 0s - loss: 1.3356 - accuracy: 0.3720
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40/40 [==============================] - 0s 9ms/step - loss: 1.3290 - accuracy: 0.3781
40/40 [==============================] - 1s 14ms/step - loss: 1.3290 - accuracy: 0.3781 - val_loss: 1.2721 - val_accuracy: 0.3812
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.2498 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.2799 - accuracy: 0.3795
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31/40 [======================>.......] - ETA: 0s - loss: 1.2876 - accuracy: 0.3982
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40/40 [==============================] - 0s 9ms/step - loss: 1.2887 - accuracy: 0.3992
40/40 [==============================] - 1s 14ms/step - loss: 1.2887 - accuracy: 0.3992 - val_loss: 1.2380 - val_accuracy: 0.4000
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.3147 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.2672 - accuracy: 0.3973
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33/40 [=======================>......] - ETA: 0s - loss: 1.2634 - accuracy: 0.4129
40/40 [==============================] - 0s 9ms/step - loss: 1.2535 - accuracy: 0.4180
40/40 [==============================] - 1s 13ms/step - loss: 1.2535 - accuracy: 0.4180 - val_loss: 1.2141 - val_accuracy: 0.4000
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.0995 - accuracy: 0.4375
6/40 [===>..........................] - ETA: 0s - loss: 1.2431 - accuracy: 0.3698
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31/40 [======================>.......] - ETA: 0s - loss: 1.2259 - accuracy: 0.4284
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40/40 [==============================] - 0s 9ms/step - loss: 1.2278 - accuracy: 0.4219
40/40 [==============================] - 1s 14ms/step - loss: 1.2278 - accuracy: 0.4219 - val_loss: 1.1915 - val_accuracy: 0.4437
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 1.1038 - accuracy: 0.5625
6/40 [===>..........................] - ETA: 0s - loss: 1.2029 - accuracy: 0.4375
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40/40 [==============================] - 0s 9ms/step - loss: 1.2044 - accuracy: 0.4461
40/40 [==============================] - 1s 14ms/step - loss: 1.2044 - accuracy: 0.4461 - val_loss: 1.1702 - val_accuracy: 0.4469
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 1.1166 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.2363 - accuracy: 0.4063
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19/40 [=============>................] - ETA: 0s - loss: 1.2058 - accuracy: 0.4276
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31/40 [======================>.......] - ETA: 0s - loss: 1.1916 - accuracy: 0.4375
37/40 [==========================>...] - ETA: 0s - loss: 1.1816 - accuracy: 0.4476
40/40 [==============================] - 0s 9ms/step - loss: 1.1812 - accuracy: 0.4461
40/40 [==============================] - 1s 14ms/step - loss: 1.1812 - accuracy: 0.4461 - val_loss: 1.1536 - val_accuracy: 0.4531
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.1115 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.1269 - accuracy: 0.5223
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31/40 [======================>.......] - ETA: 0s - loss: 1.1573 - accuracy: 0.4587
37/40 [==========================>...] - ETA: 0s - loss: 1.1578 - accuracy: 0.4603
40/40 [==============================] - 0s 9ms/step - loss: 1.1626 - accuracy: 0.4594
40/40 [==============================] - 1s 14ms/step - loss: 1.1626 - accuracy: 0.4594 - val_loss: 1.1386 - val_accuracy: 0.4563
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 1.0845 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.1675 - accuracy: 0.4107
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19/40 [=============>................] - ETA: 0s - loss: 1.1576 - accuracy: 0.4589
25/40 [=================>............] - ETA: 0s - loss: 1.1448 - accuracy: 0.4663
31/40 [======================>.......] - ETA: 0s - loss: 1.1341 - accuracy: 0.4748
37/40 [==========================>...] - ETA: 0s - loss: 1.1435 - accuracy: 0.4704
40/40 [==============================] - 0s 9ms/step - loss: 1.1458 - accuracy: 0.4680
40/40 [==============================] - 1s 15ms/step - loss: 1.1458 - accuracy: 0.4680 - val_loss: 1.1251 - val_accuracy: 0.4656
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.2607 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.1535 - accuracy: 0.4107
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20/40 [==============>...............] - ETA: 0s - loss: 1.1449 - accuracy: 0.4563
27/40 [===================>..........] - ETA: 0s - loss: 1.1332 - accuracy: 0.4630
34/40 [========================>.....] - ETA: 0s - loss: 1.1375 - accuracy: 0.4632
40/40 [==============================] - 0s 8ms/step - loss: 1.1284 - accuracy: 0.4688
40/40 [==============================] - 1s 13ms/step - loss: 1.1284 - accuracy: 0.4688 - val_loss: 1.1146 - val_accuracy: 0.4688
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 1.0375 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.1221 - accuracy: 0.4732
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31/40 [======================>.......] - ETA: 0s - loss: 1.1223 - accuracy: 0.4738
37/40 [==========================>...] - ETA: 0s - loss: 1.1209 - accuracy: 0.4806
40/40 [==============================] - 0s 9ms/step - loss: 1.1161 - accuracy: 0.4836
40/40 [==============================] - 1s 14ms/step - loss: 1.1161 - accuracy: 0.4836 - val_loss: 1.0992 - val_accuracy: 0.4813
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 1.1881 - accuracy: 0.4375
6/40 [===>..........................] - ETA: 0s - loss: 1.1117 - accuracy: 0.5312
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36/40 [==========================>...] - ETA: 0s - loss: 1.1012 - accuracy: 0.4861
40/40 [==============================] - 0s 9ms/step - loss: 1.1008 - accuracy: 0.4867
40/40 [==============================] - 1s 14ms/step - loss: 1.1008 - accuracy: 0.4867 - val_loss: 1.0875 - val_accuracy: 0.4906
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 1.1633 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.1022 - accuracy: 0.4509
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31/40 [======================>.......] - ETA: 0s - loss: 1.0980 - accuracy: 0.4829
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40/40 [==============================] - 0s 9ms/step - loss: 1.0876 - accuracy: 0.4922
40/40 [==============================] - 1s 14ms/step - loss: 1.0876 - accuracy: 0.4922 - val_loss: 1.0747 - val_accuracy: 0.4969
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 1.0934 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.0534 - accuracy: 0.5312
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18/40 [============>.................] - ETA: 0s - loss: 1.0858 - accuracy: 0.5035
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36/40 [==========================>...] - ETA: 0s - loss: 1.0776 - accuracy: 0.4922
40/40 [==============================] - 0s 9ms/step - loss: 1.0744 - accuracy: 0.4953
40/40 [==============================] - 1s 15ms/step - loss: 1.0744 - accuracy: 0.4953 - val_loss: 1.0619 - val_accuracy: 0.4969
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 1.1171 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.0724 - accuracy: 0.4777
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27/40 [===================>..........] - ETA: 0s - loss: 1.0666 - accuracy: 0.4965
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40/40 [==============================] - 0s 8ms/step - loss: 1.0612 - accuracy: 0.4977
40/40 [==============================] - 1s 13ms/step - loss: 1.0612 - accuracy: 0.4977 - val_loss: 1.0497 - val_accuracy: 0.5063
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 1.1129 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0542 - accuracy: 0.5000
14/40 [=========>....................] - ETA: 0s - loss: 1.0814 - accuracy: 0.4777
20/40 [==============>...............] - ETA: 0s - loss: 1.0619 - accuracy: 0.4906
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38/40 [===========================>..] - ETA: 0s - loss: 1.0538 - accuracy: 0.5082
40/40 [==============================] - 0s 9ms/step - loss: 1.0492 - accuracy: 0.5094
40/40 [==============================] - 1s 14ms/step - loss: 1.0492 - accuracy: 0.5094 - val_loss: 1.0383 - val_accuracy: 0.5125
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.9888 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.9896 - accuracy: 0.5848
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31/40 [======================>.......] - ETA: 0s - loss: 1.0367 - accuracy: 0.5272
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40/40 [==============================] - 0s 9ms/step - loss: 1.0397 - accuracy: 0.5180
40/40 [==============================] - 1s 14ms/step - loss: 1.0397 - accuracy: 0.5180 - val_loss: 1.0230 - val_accuracy: 0.5156
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.7985 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.9984 - accuracy: 0.4777
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30/40 [=====================>........] - ETA: 0s - loss: 1.0212 - accuracy: 0.5052
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40/40 [==============================] - 0s 9ms/step - loss: 1.0310 - accuracy: 0.4930
40/40 [==============================] - 1s 14ms/step - loss: 1.0310 - accuracy: 0.4930 - val_loss: 1.0124 - val_accuracy: 0.5281
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.9927 - accuracy: 0.5312
6/40 [===>..........................] - ETA: 0s - loss: 1.0992 - accuracy: 0.5000
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24/40 [=================>............] - ETA: 0s - loss: 1.0305 - accuracy: 0.5208
30/40 [=====================>........] - ETA: 0s - loss: 1.0195 - accuracy: 0.5219
36/40 [==========================>...] - ETA: 0s - loss: 1.0150 - accuracy: 0.5165
40/40 [==============================] - 0s 9ms/step - loss: 1.0120 - accuracy: 0.5195
40/40 [==============================] - 1s 14ms/step - loss: 1.0120 - accuracy: 0.5195 - val_loss: 0.9966 - val_accuracy: 0.5250
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.8994 - accuracy: 0.5938
6/40 [===>..........................] - ETA: 0s - loss: 0.9357 - accuracy: 0.5521
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24/40 [=================>............] - ETA: 0s - loss: 0.9904 - accuracy: 0.5247
30/40 [=====================>........] - ETA: 0s - loss: 0.9894 - accuracy: 0.5271
36/40 [==========================>...] - ETA: 0s - loss: 0.9958 - accuracy: 0.5122
40/40 [==============================] - 0s 9ms/step - loss: 1.0001 - accuracy: 0.5094
40/40 [==============================] - 1s 14ms/step - loss: 1.0001 - accuracy: 0.5094 - val_loss: 0.9883 - val_accuracy: 0.5437
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.9048 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0051 - accuracy: 0.5045
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20/40 [==============>...............] - ETA: 0s - loss: 0.9855 - accuracy: 0.5141
27/40 [===================>..........] - ETA: 0s - loss: 0.9749 - accuracy: 0.5231
32/40 [=======================>......] - ETA: 0s - loss: 0.9756 - accuracy: 0.5332
37/40 [==========================>...] - ETA: 0s - loss: 0.9789 - accuracy: 0.5312
40/40 [==============================] - 0s 9ms/step - loss: 0.9883 - accuracy: 0.5367
40/40 [==============================] - 1s 14ms/step - loss: 0.9883 - accuracy: 0.5367 - val_loss: 0.9716 - val_accuracy: 0.5906
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 1.0070 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.9899 - accuracy: 0.5804
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31/40 [======================>.......] - ETA: 0s - loss: 0.9821 - accuracy: 0.5907
37/40 [==========================>...] - ETA: 0s - loss: 0.9841 - accuracy: 0.5828
40/40 [==============================] - 0s 9ms/step - loss: 0.9771 - accuracy: 0.5883
40/40 [==============================] - 1s 14ms/step - loss: 0.9771 - accuracy: 0.5883 - val_loss: 0.9511 - val_accuracy: 0.6125
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 1.0529 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.9556 - accuracy: 0.6250
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31/40 [======================>.......] - ETA: 0s - loss: 0.9650 - accuracy: 0.5837
37/40 [==========================>...] - ETA: 0s - loss: 0.9627 - accuracy: 0.5971
40/40 [==============================] - 0s 9ms/step - loss: 0.9645 - accuracy: 0.5953
40/40 [==============================] - 1s 14ms/step - loss: 0.9645 - accuracy: 0.5953 - val_loss: 0.9366 - val_accuracy: 0.6313
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 1.0209 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.9908 - accuracy: 0.5804
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31/40 [======================>.......] - ETA: 0s - loss: 0.9618 - accuracy: 0.6028
37/40 [==========================>...] - ETA: 0s - loss: 0.9641 - accuracy: 0.6005
40/40 [==============================] - 0s 9ms/step - loss: 0.9538 - accuracy: 0.6047
40/40 [==============================] - 1s 14ms/step - loss: 0.9538 - accuracy: 0.6047 - val_loss: 0.9245 - val_accuracy: 0.6375
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.9329 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.9179 - accuracy: 0.6339
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25/40 [=================>............] - ETA: 0s - loss: 0.9425 - accuracy: 0.6200
31/40 [======================>.......] - ETA: 0s - loss: 0.9463 - accuracy: 0.6149
37/40 [==========================>...] - ETA: 0s - loss: 0.9430 - accuracy: 0.6090
40/40 [==============================] - 0s 9ms/step - loss: 0.9426 - accuracy: 0.6133
40/40 [==============================] - 1s 14ms/step - loss: 0.9426 - accuracy: 0.6133 - val_loss: 0.9087 - val_accuracy: 0.6562
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.9569 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.9367 - accuracy: 0.6027
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21/40 [==============>...............] - ETA: 0s - loss: 0.9170 - accuracy: 0.6458
28/40 [====================>.........] - ETA: 0s - loss: 0.9206 - accuracy: 0.6473
34/40 [========================>.....] - ETA: 0s - loss: 0.9203 - accuracy: 0.6415
40/40 [==============================] - 0s 8ms/step - loss: 0.9265 - accuracy: 0.6305
40/40 [==============================] - 1s 13ms/step - loss: 0.9265 - accuracy: 0.6305 - val_loss: 0.8945 - val_accuracy: 0.6625
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 1.0229 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.9321 - accuracy: 0.5848
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31/40 [======================>.......] - ETA: 0s - loss: 0.9145 - accuracy: 0.6300
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40/40 [==============================] - 0s 9ms/step - loss: 0.9117 - accuracy: 0.6430
40/40 [==============================] - 1s 14ms/step - loss: 0.9117 - accuracy: 0.6430 - val_loss: 0.8741 - val_accuracy: 0.6844
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.8277 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.8699 - accuracy: 0.6830
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19/40 [=============>................] - ETA: 0s - loss: 0.8729 - accuracy: 0.6924
25/40 [=================>............] - ETA: 0s - loss: 0.8848 - accuracy: 0.6812
31/40 [======================>.......] - ETA: 0s - loss: 0.8882 - accuracy: 0.6815
37/40 [==========================>...] - ETA: 0s - loss: 0.8858 - accuracy: 0.6757
40/40 [==============================] - 0s 9ms/step - loss: 0.8949 - accuracy: 0.6672
40/40 [==============================] - 1s 14ms/step - loss: 0.8949 - accuracy: 0.6672 - val_loss: 0.8625 - val_accuracy: 0.6906
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.8955 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.8946 - accuracy: 0.6696
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31/40 [======================>.......] - ETA: 0s - loss: 0.8891 - accuracy: 0.6653
37/40 [==========================>...] - ETA: 0s - loss: 0.8883 - accuracy: 0.6655
40/40 [==============================] - 0s 9ms/step - loss: 0.8813 - accuracy: 0.6672
40/40 [==============================] - 1s 14ms/step - loss: 0.8813 - accuracy: 0.6672 - val_loss: 0.8458 - val_accuracy: 0.6813
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.8142 - accuracy: 0.7500
6/40 [===>..........................] - ETA: 0s - loss: 0.9064 - accuracy: 0.6823
12/40 [========>.....................] - ETA: 0s - loss: 0.8998 - accuracy: 0.6536
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30/40 [=====================>........] - ETA: 0s - loss: 0.8746 - accuracy: 0.6604
36/40 [==========================>...] - ETA: 0s - loss: 0.8728 - accuracy: 0.6684
40/40 [==============================] - 0s 9ms/step - loss: 0.8675 - accuracy: 0.6711
40/40 [==============================] - 1s 15ms/step - loss: 0.8675 - accuracy: 0.6711 - val_loss: 0.8358 - val_accuracy: 0.6781
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.8414 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.8660 - accuracy: 0.7143
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19/40 [=============>................] - ETA: 0s - loss: 0.8539 - accuracy: 0.6891
25/40 [=================>............] - ETA: 0s - loss: 0.8506 - accuracy: 0.6987
31/40 [======================>.......] - ETA: 0s - loss: 0.8440 - accuracy: 0.6946
38/40 [===========================>..] - ETA: 0s - loss: 0.8552 - accuracy: 0.6875
40/40 [==============================] - 0s 9ms/step - loss: 0.8542 - accuracy: 0.6875
40/40 [==============================] - 1s 14ms/step - loss: 0.8542 - accuracy: 0.6875 - val_loss: 0.8245 - val_accuracy: 0.7000
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.8518 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.8634 - accuracy: 0.6384
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21/40 [==============>...............] - ETA: 0s - loss: 0.8787 - accuracy: 0.6711
28/40 [====================>.........] - ETA: 0s - loss: 0.8622 - accuracy: 0.6775
35/40 [=========================>....] - ETA: 0s - loss: 0.8435 - accuracy: 0.6920
40/40 [==============================] - 0s 8ms/step - loss: 0.8402 - accuracy: 0.6969
40/40 [==============================] - 1s 14ms/step - loss: 0.8402 - accuracy: 0.6969 - val_loss: 0.8133 - val_accuracy: 0.6844
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.9480 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.8199 - accuracy: 0.7232
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19/40 [=============>................] - ETA: 0s - loss: 0.7996 - accuracy: 0.7122
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31/40 [======================>.......] - ETA: 0s - loss: 0.8183 - accuracy: 0.6966
37/40 [==========================>...] - ETA: 0s - loss: 0.8264 - accuracy: 0.6985
40/40 [==============================] - 0s 9ms/step - loss: 0.8296 - accuracy: 0.7008
40/40 [==============================] - 1s 14ms/step - loss: 0.8296 - accuracy: 0.7008 - val_loss: 0.8057 - val_accuracy: 0.7188
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.8103 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.8519 - accuracy: 0.6920
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31/40 [======================>.......] - ETA: 0s - loss: 0.8315 - accuracy: 0.6966
37/40 [==========================>...] - ETA: 0s - loss: 0.8254 - accuracy: 0.7019
40/40 [==============================] - 0s 9ms/step - loss: 0.8217 - accuracy: 0.7023
40/40 [==============================] - 1s 14ms/step - loss: 0.8217 - accuracy: 0.7023 - val_loss: 0.7941 - val_accuracy: 0.7188
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.8369 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.7901 - accuracy: 0.7321
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31/40 [======================>.......] - ETA: 0s - loss: 0.8001 - accuracy: 0.7369
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40/40 [==============================] - 0s 9ms/step - loss: 0.8066 - accuracy: 0.7234
40/40 [==============================] - 1s 14ms/step - loss: 0.8066 - accuracy: 0.7234 - val_loss: 0.7833 - val_accuracy: 0.7094
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.8172 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.7954 - accuracy: 0.7277
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31/40 [======================>.......] - ETA: 0s - loss: 0.8032 - accuracy: 0.7147
37/40 [==========================>...] - ETA: 0s - loss: 0.7935 - accuracy: 0.7247
40/40 [==============================] - 0s 9ms/step - loss: 0.7966 - accuracy: 0.7242
40/40 [==============================] - 1s 14ms/step - loss: 0.7966 - accuracy: 0.7242 - val_loss: 0.7754 - val_accuracy: 0.7094
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.9038 - accuracy: 0.5000
6/40 [===>..........................] - ETA: 0s - loss: 0.7860 - accuracy: 0.6823
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31/40 [======================>.......] - ETA: 0s - loss: 0.7841 - accuracy: 0.7268
38/40 [===========================>..] - ETA: 0s - loss: 0.7857 - accuracy: 0.7303
40/40 [==============================] - 0s 9ms/step - loss: 0.7872 - accuracy: 0.7281
40/40 [==============================] - 1s 14ms/step - loss: 0.7872 - accuracy: 0.7281 - val_loss: 0.7674 - val_accuracy: 0.7125
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.7544 - accuracy: 0.7188
6/40 [===>..........................] - ETA: 0s - loss: 0.7649 - accuracy: 0.7344
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36/40 [==========================>...] - ETA: 0s - loss: 0.7855 - accuracy: 0.7370
40/40 [==============================] - 0s 9ms/step - loss: 0.7820 - accuracy: 0.7344
40/40 [==============================] - 1s 14ms/step - loss: 0.7820 - accuracy: 0.7344 - val_loss: 0.7696 - val_accuracy: 0.7406
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.6878 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.7786 - accuracy: 0.7188
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40/40 [==============================] - 0s 10ms/step - loss: 0.7721 - accuracy: 0.7320
40/40 [==============================] - 1s 15ms/step - loss: 0.7721 - accuracy: 0.7320 - val_loss: 0.7529 - val_accuracy: 0.7125
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.7613 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.7569 - accuracy: 0.7411
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40/40 [==============================] - 0s 9ms/step - loss: 0.7598 - accuracy: 0.7477
40/40 [==============================] - 1s 14ms/step - loss: 0.7598 - accuracy: 0.7477 - val_loss: 0.7448 - val_accuracy: 0.7188
Epoch 48/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7477 - accuracy: 0.7054
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40/40 [==============================] - 0s 9ms/step - loss: 0.7544 - accuracy: 0.7461
40/40 [==============================] - 1s 14ms/step - loss: 0.7544 - accuracy: 0.7461 - val_loss: 0.7389 - val_accuracy: 0.7344
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7737 - accuracy: 0.7321
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40/40 [==============================] - 0s 9ms/step - loss: 0.7439 - accuracy: 0.7555
40/40 [==============================] - 1s 14ms/step - loss: 0.7439 - accuracy: 0.7555 - val_loss: 0.7340 - val_accuracy: 0.7219
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7381 - accuracy: 0.7617
40/40 [==============================] - 1s 14ms/step - loss: 0.7381 - accuracy: 0.7617 - val_loss: 0.7397 - val_accuracy: 0.7625
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7323 - accuracy: 0.7563
40/40 [==============================] - 1s 14ms/step - loss: 0.7323 - accuracy: 0.7563 - val_loss: 0.7213 - val_accuracy: 0.7406
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7242 - accuracy: 0.7688
40/40 [==============================] - 1s 14ms/step - loss: 0.7242 - accuracy: 0.7688 - val_loss: 0.7083 - val_accuracy: 0.7563
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7190 - accuracy: 0.7648
40/40 [==============================] - 1s 14ms/step - loss: 0.7190 - accuracy: 0.7648 - val_loss: 0.7291 - val_accuracy: 0.7594
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7102 - accuracy: 0.7758
40/40 [==============================] - 1s 14ms/step - loss: 0.7102 - accuracy: 0.7758 - val_loss: 0.6977 - val_accuracy: 0.7625
Epoch 55/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.7012 - accuracy: 0.7820
40/40 [==============================] - 1s 13ms/step - loss: 0.7012 - accuracy: 0.7820 - val_loss: 0.7120 - val_accuracy: 0.7563
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6947 - accuracy: 0.7852
40/40 [==============================] - 1s 14ms/step - loss: 0.6947 - accuracy: 0.7852 - val_loss: 0.6851 - val_accuracy: 0.7750
Epoch 57/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6897 - accuracy: 0.7875
40/40 [==============================] - 1s 14ms/step - loss: 0.6897 - accuracy: 0.7875 - val_loss: 0.6947 - val_accuracy: 0.7406
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6856 - accuracy: 0.7891
40/40 [==============================] - 1s 15ms/step - loss: 0.6856 - accuracy: 0.7891 - val_loss: 0.6730 - val_accuracy: 0.7719
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6806 - accuracy: 0.7977
40/40 [==============================] - 1s 14ms/step - loss: 0.6806 - accuracy: 0.7977 - val_loss: 0.6674 - val_accuracy: 0.7781
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6766 - accuracy: 0.7906
40/40 [==============================] - 1s 14ms/step - loss: 0.6766 - accuracy: 0.7906 - val_loss: 0.6623 - val_accuracy: 0.7781
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6648 - accuracy: 0.7992
40/40 [==============================] - 1s 14ms/step - loss: 0.6648 - accuracy: 0.7992 - val_loss: 0.6740 - val_accuracy: 0.7812
Epoch 62/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6670 - accuracy: 0.8000
40/40 [==============================] - 1s 15ms/step - loss: 0.6670 - accuracy: 0.8000 - val_loss: 0.6818 - val_accuracy: 0.7594
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6574 - accuracy: 0.8086
40/40 [==============================] - 1s 14ms/step - loss: 0.6574 - accuracy: 0.8086 - val_loss: 0.6500 - val_accuracy: 0.7719
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6507 - accuracy: 0.8164
40/40 [==============================] - 1s 14ms/step - loss: 0.6507 - accuracy: 0.8164 - val_loss: 0.6589 - val_accuracy: 0.7875
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6460 - accuracy: 0.8070
40/40 [==============================] - 1s 15ms/step - loss: 0.6460 - accuracy: 0.8070 - val_loss: 0.6380 - val_accuracy: 0.7781
Epoch 66/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6398 - accuracy: 0.8180
40/40 [==============================] - 1s 13ms/step - loss: 0.6398 - accuracy: 0.8180 - val_loss: 0.6529 - val_accuracy: 0.7844
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6416 - accuracy: 0.8133
40/40 [==============================] - 1s 14ms/step - loss: 0.6416 - accuracy: 0.8133 - val_loss: 0.6694 - val_accuracy: 0.7656
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6415 - accuracy: 0.8000
40/40 [==============================] - 1s 14ms/step - loss: 0.6415 - accuracy: 0.8000 - val_loss: 0.6364 - val_accuracy: 0.7812
Epoch 69/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6328 - accuracy: 0.8109
40/40 [==============================] - 1s 15ms/step - loss: 0.6328 - accuracy: 0.8109 - val_loss: 0.6317 - val_accuracy: 0.7844
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6238 - accuracy: 0.8156
40/40 [==============================] - 1s 14ms/step - loss: 0.6238 - accuracy: 0.8156 - val_loss: 0.6231 - val_accuracy: 0.7719
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6339 - accuracy: 0.7891
40/40 [==============================] - 1s 14ms/step - loss: 0.6339 - accuracy: 0.7891 - val_loss: 0.6184 - val_accuracy: 0.8063
Epoch 72/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6206 - accuracy: 0.8117
40/40 [==============================] - 1s 13ms/step - loss: 0.6206 - accuracy: 0.8117 - val_loss: 0.6100 - val_accuracy: 0.8094
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6184 - accuracy: 0.8172
40/40 [==============================] - 1s 14ms/step - loss: 0.6184 - accuracy: 0.8172 - val_loss: 0.6048 - val_accuracy: 0.8125
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6100 - accuracy: 0.8227
40/40 [==============================] - 1s 14ms/step - loss: 0.6100 - accuracy: 0.8227 - val_loss: 0.6009 - val_accuracy: 0.8125
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6041 - accuracy: 0.8289
40/40 [==============================] - 1s 14ms/step - loss: 0.6041 - accuracy: 0.8289 - val_loss: 0.5975 - val_accuracy: 0.8156
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5997 - accuracy: 0.8305
40/40 [==============================] - 1s 14ms/step - loss: 0.5997 - accuracy: 0.8305 - val_loss: 0.5943 - val_accuracy: 0.8156
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5965 - accuracy: 0.8242
40/40 [==============================] - 1s 14ms/step - loss: 0.5965 - accuracy: 0.8242 - val_loss: 0.5913 - val_accuracy: 0.8125
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6077 - accuracy: 0.8172
40/40 [==============================] - 1s 14ms/step - loss: 0.6077 - accuracy: 0.8172 - val_loss: 0.5867 - val_accuracy: 0.8250
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5892 - accuracy: 0.8305
40/40 [==============================] - 1s 14ms/step - loss: 0.5892 - accuracy: 0.8305 - val_loss: 0.5840 - val_accuracy: 0.8156
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5965 - accuracy: 0.8227
40/40 [==============================] - 1s 14ms/step - loss: 0.5965 - accuracy: 0.8227 - val_loss: 0.5881 - val_accuracy: 0.7937
Epoch 81/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.5866 - accuracy: 0.8289
40/40 [==============================] - 1s 15ms/step - loss: 0.5866 - accuracy: 0.8289 - val_loss: 0.5778 - val_accuracy: 0.8281
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5824 - accuracy: 0.8266
40/40 [==============================] - 1s 14ms/step - loss: 0.5824 - accuracy: 0.8266 - val_loss: 0.6114 - val_accuracy: 0.8000
Epoch 83/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5790 - accuracy: 0.8438
40/40 [==============================] - 1s 13ms/step - loss: 0.5790 - accuracy: 0.8438 - val_loss: 0.5717 - val_accuracy: 0.8188
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5757 - accuracy: 0.8367
40/40 [==============================] - 1s 14ms/step - loss: 0.5757 - accuracy: 0.8367 - val_loss: 0.6032 - val_accuracy: 0.8125
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5748 - accuracy: 0.8281
40/40 [==============================] - 1s 14ms/step - loss: 0.5748 - accuracy: 0.8281 - val_loss: 0.5652 - val_accuracy: 0.8313
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5655 - accuracy: 0.8422
40/40 [==============================] - 1s 14ms/step - loss: 0.5655 - accuracy: 0.8422 - val_loss: 0.5913 - val_accuracy: 0.8063
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5688 - accuracy: 0.8469
40/40 [==============================] - 1s 14ms/step - loss: 0.5688 - accuracy: 0.8469 - val_loss: 0.5671 - val_accuracy: 0.8281
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5649 - accuracy: 0.8344
40/40 [==============================] - 1s 14ms/step - loss: 0.5649 - accuracy: 0.8344 - val_loss: 0.5580 - val_accuracy: 0.8281
Epoch 89/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5581 - accuracy: 0.8500
40/40 [==============================] - 1s 13ms/step - loss: 0.5581 - accuracy: 0.8500 - val_loss: 0.5836 - val_accuracy: 0.8156
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5550 - accuracy: 0.8406
40/40 [==============================] - 1s 14ms/step - loss: 0.5550 - accuracy: 0.8406 - val_loss: 0.5544 - val_accuracy: 0.8375
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5591 - accuracy: 0.8367
40/40 [==============================] - 1s 14ms/step - loss: 0.5591 - accuracy: 0.8367 - val_loss: 0.5600 - val_accuracy: 0.8000
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5568 - accuracy: 0.8469
40/40 [==============================] - 1s 14ms/step - loss: 0.5568 - accuracy: 0.8469 - val_loss: 0.5488 - val_accuracy: 0.8406
Epoch 93/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.5469 - accuracy: 0.8516
40/40 [==============================] - 1s 15ms/step - loss: 0.5469 - accuracy: 0.8516 - val_loss: 0.5464 - val_accuracy: 0.8188
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5561 - accuracy: 0.8398
40/40 [==============================] - 1s 14ms/step - loss: 0.5561 - accuracy: 0.8398 - val_loss: 0.5426 - val_accuracy: 0.8188
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5441 - accuracy: 0.8531
40/40 [==============================] - 1s 14ms/step - loss: 0.5441 - accuracy: 0.8531 - val_loss: 0.5417 - val_accuracy: 0.8375
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5458 - accuracy: 0.8500
40/40 [==============================] - 1s 14ms/step - loss: 0.5458 - accuracy: 0.8500 - val_loss: 0.5401 - val_accuracy: 0.8313
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5353 - accuracy: 0.8523
40/40 [==============================] - 1s 14ms/step - loss: 0.5353 - accuracy: 0.8523 - val_loss: 0.5357 - val_accuracy: 0.8250
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5413 - accuracy: 0.8570
40/40 [==============================] - 1s 14ms/step - loss: 0.5413 - accuracy: 0.8570 - val_loss: 0.5372 - val_accuracy: 0.8156
Epoch 99/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5360 - accuracy: 0.8547
40/40 [==============================] - 1s 14ms/step - loss: 0.5360 - accuracy: 0.8547 - val_loss: 0.5330 - val_accuracy: 0.8219
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5276 - accuracy: 0.8570
40/40 [==============================] - 1s 14ms/step - loss: 0.5276 - accuracy: 0.8570 - val_loss: 0.5307 - val_accuracy: 0.84382022-11-21 20:05:25.157262: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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[1] 0.868
Epoch 1/1002022-11-21 20:05:25.410018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 20.2004 - accuracy: 0.0000e+00
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40/40 [==============================] - 1s 10ms/step - loss: 11.3216 - accuracy: 0.0000e+002022-11-21 20:05:25.939211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 27ms/step - loss: 11.3216 - accuracy: 0.0000e+00 - val_loss: 5.3888 - val_accuracy: 0.0000e+00
Epoch 2/100
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40/40 [==============================] - 0s 9ms/step - loss: 2.4813 - accuracy: 0.1281
40/40 [==============================] - 1s 14ms/step - loss: 2.4813 - accuracy: 0.1281 - val_loss: 1.5437 - val_accuracy: 0.3531
Epoch 3/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.4483 - accuracy: 0.3781
40/40 [==============================] - 1s 14ms/step - loss: 1.4483 - accuracy: 0.3781 - val_loss: 1.4289 - val_accuracy: 0.4250
Epoch 4/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.3774 - accuracy: 0.4609
40/40 [==============================] - 1s 14ms/step - loss: 1.3774 - accuracy: 0.4609 - val_loss: 1.3518 - val_accuracy: 0.4594
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.2938 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.3906 - accuracy: 0.4330
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33/40 [=======================>......] - ETA: 0s - loss: 1.3441 - accuracy: 0.4650
40/40 [==============================] - 0s 8ms/step - loss: 1.3264 - accuracy: 0.4727
40/40 [==============================] - 1s 13ms/step - loss: 1.3264 - accuracy: 0.4727 - val_loss: 1.3125 - val_accuracy: 0.4813
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.1329 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.3248 - accuracy: 0.4911
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19/40 [=============>................] - ETA: 0s - loss: 1.3189 - accuracy: 0.4720
25/40 [=================>............] - ETA: 0s - loss: 1.3034 - accuracy: 0.4762
31/40 [======================>.......] - ETA: 0s - loss: 1.2937 - accuracy: 0.4859
37/40 [==========================>...] - ETA: 0s - loss: 1.3000 - accuracy: 0.4848
40/40 [==============================] - 0s 9ms/step - loss: 1.2973 - accuracy: 0.4891
40/40 [==============================] - 1s 14ms/step - loss: 1.2973 - accuracy: 0.4891 - val_loss: 1.2641 - val_accuracy: 0.4813
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.3024 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.3470 - accuracy: 0.4554
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19/40 [=============>................] - ETA: 0s - loss: 1.2775 - accuracy: 0.4704
25/40 [=================>............] - ETA: 0s - loss: 1.2697 - accuracy: 0.4700
31/40 [======================>.......] - ETA: 0s - loss: 1.2712 - accuracy: 0.4829
36/40 [==========================>...] - ETA: 0s - loss: 1.2714 - accuracy: 0.4835
40/40 [==============================] - 0s 9ms/step - loss: 1.2686 - accuracy: 0.4875
40/40 [==============================] - 1s 14ms/step - loss: 1.2686 - accuracy: 0.4875 - val_loss: 1.2393 - val_accuracy: 0.4938
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.2555 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.1898 - accuracy: 0.5446
13/40 [========>.....................] - ETA: 0s - loss: 1.2361 - accuracy: 0.5168
19/40 [=============>................] - ETA: 0s - loss: 1.2383 - accuracy: 0.5000
25/40 [=================>............] - ETA: 0s - loss: 1.2488 - accuracy: 0.4912
31/40 [======================>.......] - ETA: 0s - loss: 1.2404 - accuracy: 0.4990
37/40 [==========================>...] - ETA: 0s - loss: 1.2401 - accuracy: 0.4975
40/40 [==============================] - 0s 9ms/step - loss: 1.2443 - accuracy: 0.4992
40/40 [==============================] - 1s 14ms/step - loss: 1.2443 - accuracy: 0.4992 - val_loss: 1.2189 - val_accuracy: 0.4906
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.1768 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.2269 - accuracy: 0.5000
13/40 [========>.....................] - ETA: 0s - loss: 1.2305 - accuracy: 0.5000
19/40 [=============>................] - ETA: 0s - loss: 1.2330 - accuracy: 0.5049
25/40 [=================>............] - ETA: 0s - loss: 1.2356 - accuracy: 0.5037
31/40 [======================>.......] - ETA: 0s - loss: 1.2262 - accuracy: 0.5060
37/40 [==========================>...] - ETA: 0s - loss: 1.2255 - accuracy: 0.4992
40/40 [==============================] - 0s 9ms/step - loss: 1.2247 - accuracy: 0.4977
40/40 [==============================] - 1s 14ms/step - loss: 1.2247 - accuracy: 0.4977 - val_loss: 1.2001 - val_accuracy: 0.4906
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.2903 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.2318 - accuracy: 0.4821
13/40 [========>.....................] - ETA: 0s - loss: 1.2194 - accuracy: 0.5024
19/40 [=============>................] - ETA: 0s - loss: 1.2337 - accuracy: 0.4967
25/40 [=================>............] - ETA: 0s - loss: 1.2139 - accuracy: 0.5075
31/40 [======================>.......] - ETA: 0s - loss: 1.2099 - accuracy: 0.5101
37/40 [==========================>...] - ETA: 0s - loss: 1.2092 - accuracy: 0.5101
40/40 [==============================] - 0s 9ms/step - loss: 1.2075 - accuracy: 0.5109
40/40 [==============================] - 1s 14ms/step - loss: 1.2075 - accuracy: 0.5109 - val_loss: 1.1812 - val_accuracy: 0.5063
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.9284 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 1.1493 - accuracy: 0.5179
14/40 [=========>....................] - ETA: 0s - loss: 1.1719 - accuracy: 0.5067
21/40 [==============>...............] - ETA: 0s - loss: 1.1853 - accuracy: 0.5000
28/40 [====================>.........] - ETA: 0s - loss: 1.1874 - accuracy: 0.4933
35/40 [=========================>....] - ETA: 0s - loss: 1.1806 - accuracy: 0.5063
40/40 [==============================] - 0s 8ms/step - loss: 1.1905 - accuracy: 0.5063
40/40 [==============================] - 1s 13ms/step - loss: 1.1905 - accuracy: 0.5063 - val_loss: 1.1679 - val_accuracy: 0.5094
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.1537 - accuracy: 0.5312
6/40 [===>..........................] - ETA: 0s - loss: 1.1605 - accuracy: 0.5208
12/40 [========>.....................] - ETA: 0s - loss: 1.1690 - accuracy: 0.4974
18/40 [============>.................] - ETA: 0s - loss: 1.1691 - accuracy: 0.5017
24/40 [=================>............] - ETA: 0s - loss: 1.1724 - accuracy: 0.4961
30/40 [=====================>........] - ETA: 0s - loss: 1.1815 - accuracy: 0.5031
36/40 [==========================>...] - ETA: 0s - loss: 1.1762 - accuracy: 0.5095
40/40 [==============================] - 0s 9ms/step - loss: 1.1751 - accuracy: 0.5133
40/40 [==============================] - 1s 14ms/step - loss: 1.1751 - accuracy: 0.5133 - val_loss: 1.1532 - val_accuracy: 0.5094
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 1.1227 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.1485 - accuracy: 0.5179
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19/40 [=============>................] - ETA: 0s - loss: 1.1268 - accuracy: 0.5263
25/40 [=================>............] - ETA: 0s - loss: 1.1489 - accuracy: 0.5163
31/40 [======================>.......] - ETA: 0s - loss: 1.1652 - accuracy: 0.5101
36/40 [==========================>...] - ETA: 0s - loss: 1.1598 - accuracy: 0.5052
40/40 [==============================] - 0s 9ms/step - loss: 1.1608 - accuracy: 0.5086
40/40 [==============================] - 1s 14ms/step - loss: 1.1608 - accuracy: 0.5086 - val_loss: 1.1358 - val_accuracy: 0.4938
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 1.2110 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.1752 - accuracy: 0.5491
13/40 [========>.....................] - ETA: 0s - loss: 1.1724 - accuracy: 0.5529
19/40 [=============>................] - ETA: 0s - loss: 1.1325 - accuracy: 0.5576
24/40 [=================>............] - ETA: 0s - loss: 1.1384 - accuracy: 0.5482
29/40 [====================>.........] - ETA: 0s - loss: 1.1566 - accuracy: 0.5269
35/40 [=========================>....] - ETA: 0s - loss: 1.1556 - accuracy: 0.5223
40/40 [==============================] - 0s 10ms/step - loss: 1.1469 - accuracy: 0.5242
40/40 [==============================] - 1s 16ms/step - loss: 1.1469 - accuracy: 0.5242 - val_loss: 1.1267 - val_accuracy: 0.4906
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.2383 - accuracy: 0.5000
6/40 [===>..........................] - ETA: 0s - loss: 1.1553 - accuracy: 0.4792
12/40 [========>.....................] - ETA: 0s - loss: 1.1534 - accuracy: 0.4974
18/40 [============>.................] - ETA: 0s - loss: 1.1438 - accuracy: 0.5069
24/40 [=================>............] - ETA: 0s - loss: 1.1485 - accuracy: 0.5078
30/40 [=====================>........] - ETA: 0s - loss: 1.1286 - accuracy: 0.5198
36/40 [==========================>...] - ETA: 0s - loss: 1.1289 - accuracy: 0.5243
40/40 [==============================] - 0s 9ms/step - loss: 1.1313 - accuracy: 0.5227
40/40 [==============================] - 1s 14ms/step - loss: 1.1313 - accuracy: 0.5227 - val_loss: 1.1065 - val_accuracy: 0.5219
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 1.0199 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.1585 - accuracy: 0.5402
13/40 [========>.....................] - ETA: 0s - loss: 1.1365 - accuracy: 0.5312
16/40 [===========>..................] - ETA: 0s - loss: 1.1200 - accuracy: 0.5312
22/40 [===============>..............] - ETA: 0s - loss: 1.1215 - accuracy: 0.5369
27/40 [===================>..........] - ETA: 0s - loss: 1.1150 - accuracy: 0.5405
33/40 [=======================>......] - ETA: 0s - loss: 1.1121 - accuracy: 0.5312
39/40 [============================>.] - ETA: 0s - loss: 1.1164 - accuracy: 0.5264
40/40 [==============================] - 0s 11ms/step - loss: 1.1178 - accuracy: 0.5266
40/40 [==============================] - 1s 18ms/step - loss: 1.1178 - accuracy: 0.5266 - val_loss: 1.1112 - val_accuracy: 0.4938
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.1193 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.1002 - accuracy: 0.5000
13/40 [========>.....................] - ETA: 0s - loss: 1.1069 - accuracy: 0.5072
20/40 [==============>...............] - ETA: 0s - loss: 1.1142 - accuracy: 0.5312
27/40 [===================>..........] - ETA: 0s - loss: 1.1190 - accuracy: 0.5243
33/40 [=======================>......] - ETA: 0s - loss: 1.1104 - accuracy: 0.5284
39/40 [============================>.] - ETA: 0s - loss: 1.1106 - accuracy: 0.5288
40/40 [==============================] - 0s 9ms/step - loss: 1.1077 - accuracy: 0.5305
40/40 [==============================] - 1s 14ms/step - loss: 1.1077 - accuracy: 0.5305 - val_loss: 1.0842 - val_accuracy: 0.5125
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 1.0103 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0705 - accuracy: 0.5759
13/40 [========>.....................] - ETA: 0s - loss: 1.0932 - accuracy: 0.5697
19/40 [=============>................] - ETA: 0s - loss: 1.0928 - accuracy: 0.5461
25/40 [=================>............] - ETA: 0s - loss: 1.0956 - accuracy: 0.5412
31/40 [======================>.......] - ETA: 0s - loss: 1.0899 - accuracy: 0.5403
37/40 [==========================>...] - ETA: 0s - loss: 1.0900 - accuracy: 0.5329
40/40 [==============================] - 0s 9ms/step - loss: 1.0910 - accuracy: 0.5336
40/40 [==============================] - 1s 14ms/step - loss: 1.0910 - accuracy: 0.5336 - val_loss: 1.0694 - val_accuracy: 0.5375
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 1.1064 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 1.1478 - accuracy: 0.4955
13/40 [========>.....................] - ETA: 0s - loss: 1.1207 - accuracy: 0.5240
19/40 [=============>................] - ETA: 0s - loss: 1.1010 - accuracy: 0.5197
25/40 [=================>............] - ETA: 0s - loss: 1.0768 - accuracy: 0.5225
31/40 [======================>.......] - ETA: 0s - loss: 1.0803 - accuracy: 0.5343
37/40 [==========================>...] - ETA: 0s - loss: 1.0769 - accuracy: 0.5389
40/40 [==============================] - 0s 9ms/step - loss: 1.0789 - accuracy: 0.5437
40/40 [==============================] - 1s 14ms/step - loss: 1.0789 - accuracy: 0.5437 - val_loss: 1.0542 - val_accuracy: 0.5406
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 1.2296 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.1791 - accuracy: 0.5179
13/40 [========>.....................] - ETA: 0s - loss: 1.1348 - accuracy: 0.4904
19/40 [=============>................] - ETA: 0s - loss: 1.1044 - accuracy: 0.5214
25/40 [=================>............] - ETA: 0s - loss: 1.0789 - accuracy: 0.5425
31/40 [======================>.......] - ETA: 0s - loss: 1.0619 - accuracy: 0.5494
37/40 [==========================>...] - ETA: 0s - loss: 1.0647 - accuracy: 0.5422
40/40 [==============================] - 0s 9ms/step - loss: 1.0645 - accuracy: 0.5430
40/40 [==============================] - 1s 14ms/step - loss: 1.0645 - accuracy: 0.5430 - val_loss: 1.0444 - val_accuracy: 0.5406
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.9263 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.0611 - accuracy: 0.5312
13/40 [========>.....................] - ETA: 0s - loss: 1.0530 - accuracy: 0.5577
19/40 [=============>................] - ETA: 0s - loss: 1.0527 - accuracy: 0.5592
25/40 [=================>............] - ETA: 0s - loss: 1.0475 - accuracy: 0.5600
31/40 [======================>.......] - ETA: 0s - loss: 1.0490 - accuracy: 0.5554
37/40 [==========================>...] - ETA: 0s - loss: 1.0508 - accuracy: 0.5541
40/40 [==============================] - 0s 9ms/step - loss: 1.0519 - accuracy: 0.5508
40/40 [==============================] - 1s 14ms/step - loss: 1.0519 - accuracy: 0.5508 - val_loss: 1.0336 - val_accuracy: 0.5406
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.8392 - accuracy: 0.6875
6/40 [===>..........................] - ETA: 0s - loss: 0.9903 - accuracy: 0.5938
12/40 [========>.....................] - ETA: 0s - loss: 1.0301 - accuracy: 0.5651
18/40 [============>.................] - ETA: 0s - loss: 1.0344 - accuracy: 0.5556
24/40 [=================>............] - ETA: 0s - loss: 1.0209 - accuracy: 0.5651
30/40 [=====================>........] - ETA: 0s - loss: 1.0233 - accuracy: 0.5677
37/40 [==========================>...] - ETA: 0s - loss: 1.0352 - accuracy: 0.5642
40/40 [==============================] - 0s 9ms/step - loss: 1.0375 - accuracy: 0.5672
40/40 [==============================] - 1s 14ms/step - loss: 1.0375 - accuracy: 0.5672 - val_loss: 1.0113 - val_accuracy: 0.6000
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 1.0914 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0615 - accuracy: 0.5536
14/40 [=========>....................] - ETA: 0s - loss: 1.0479 - accuracy: 0.5647
21/40 [==============>...............] - ETA: 0s - loss: 1.0402 - accuracy: 0.5685
28/40 [====================>.........] - ETA: 0s - loss: 1.0327 - accuracy: 0.5748
34/40 [========================>.....] - ETA: 0s - loss: 1.0305 - accuracy: 0.5662
40/40 [==============================] - 0s 8ms/step - loss: 1.0228 - accuracy: 0.5789
40/40 [==============================] - 1s 14ms/step - loss: 1.0228 - accuracy: 0.5789 - val_loss: 0.9924 - val_accuracy: 0.5906
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.8760 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.9772 - accuracy: 0.5714
13/40 [========>.....................] - ETA: 0s - loss: 0.9764 - accuracy: 0.5938
19/40 [=============>................] - ETA: 0s - loss: 0.9921 - accuracy: 0.5938
25/40 [=================>............] - ETA: 0s - loss: 0.9829 - accuracy: 0.6100
31/40 [======================>.......] - ETA: 0s - loss: 0.9967 - accuracy: 0.5958
37/40 [==========================>...] - ETA: 0s - loss: 1.0009 - accuracy: 0.5929
40/40 [==============================] - 0s 9ms/step - loss: 1.0047 - accuracy: 0.5891
40/40 [==============================] - 1s 14ms/step - loss: 1.0047 - accuracy: 0.5891 - val_loss: 0.9745 - val_accuracy: 0.6250
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.8482 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.9591 - accuracy: 0.5848
13/40 [========>.....................] - ETA: 0s - loss: 0.9756 - accuracy: 0.5986
19/40 [=============>................] - ETA: 0s - loss: 0.9913 - accuracy: 0.5757
25/40 [=================>............] - ETA: 0s - loss: 0.9988 - accuracy: 0.5838
31/40 [======================>.......] - ETA: 0s - loss: 0.9962 - accuracy: 0.5917
37/40 [==========================>...] - ETA: 0s - loss: 0.9845 - accuracy: 0.5971
40/40 [==============================] - 0s 9ms/step - loss: 0.9880 - accuracy: 0.5953
40/40 [==============================] - 1s 14ms/step - loss: 0.9880 - accuracy: 0.5953 - val_loss: 0.9590 - val_accuracy: 0.6344
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 1.0412 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.9704 - accuracy: 0.6295
13/40 [========>.....................] - ETA: 0s - loss: 0.9811 - accuracy: 0.6154
19/40 [=============>................] - ETA: 0s - loss: 0.9520 - accuracy: 0.6349
25/40 [=================>............] - ETA: 0s - loss: 0.9633 - accuracy: 0.6275
31/40 [======================>.......] - ETA: 0s - loss: 0.9685 - accuracy: 0.6270
37/40 [==========================>...] - ETA: 0s - loss: 0.9636 - accuracy: 0.6199
40/40 [==============================] - 0s 9ms/step - loss: 0.9685 - accuracy: 0.6156
40/40 [==============================] - 1s 14ms/step - loss: 0.9685 - accuracy: 0.6156 - val_loss: 0.9412 - val_accuracy: 0.6562
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.9157 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.9632 - accuracy: 0.5804
13/40 [========>.....................] - ETA: 0s - loss: 0.9672 - accuracy: 0.6058
19/40 [=============>................] - ETA: 0s - loss: 0.9514 - accuracy: 0.6168
25/40 [=================>............] - ETA: 0s - loss: 0.9390 - accuracy: 0.6300
31/40 [======================>.......] - ETA: 0s - loss: 0.9360 - accuracy: 0.6401
37/40 [==========================>...] - ETA: 0s - loss: 0.9428 - accuracy: 0.6377
40/40 [==============================] - 0s 9ms/step - loss: 0.9456 - accuracy: 0.6367
40/40 [==============================] - 1s 14ms/step - loss: 0.9456 - accuracy: 0.6367 - val_loss: 0.9225 - val_accuracy: 0.6344
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.8512 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.8869 - accuracy: 0.6786
13/40 [========>.....................] - ETA: 0s - loss: 0.9204 - accuracy: 0.6490
19/40 [=============>................] - ETA: 0s - loss: 0.9315 - accuracy: 0.6579
26/40 [==================>...........] - ETA: 0s - loss: 0.9284 - accuracy: 0.6623
33/40 [=======================>......] - ETA: 0s - loss: 0.9237 - accuracy: 0.6619
40/40 [==============================] - 0s 9ms/step - loss: 0.9237 - accuracy: 0.6578
40/40 [==============================] - 1s 13ms/step - loss: 0.9237 - accuracy: 0.6578 - val_loss: 0.9022 - val_accuracy: 0.6687
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.8372 - accuracy: 0.7812
5/40 [==>...........................] - ETA: 0s - loss: 0.9146 - accuracy: 0.6438
10/40 [======>.......................] - ETA: 0s - loss: 0.9436 - accuracy: 0.6438
16/40 [===========>..................] - ETA: 0s - loss: 0.9154 - accuracy: 0.6680
21/40 [==============>...............] - ETA: 0s - loss: 0.9170 - accuracy: 0.6577
27/40 [===================>..........] - ETA: 0s - loss: 0.9208 - accuracy: 0.6551
33/40 [=======================>......] - ETA: 0s - loss: 0.9212 - accuracy: 0.6619
39/40 [============================>.] - ETA: 0s - loss: 0.9135 - accuracy: 0.6675
40/40 [==============================] - 0s 10ms/step - loss: 0.9085 - accuracy: 0.6687
40/40 [==============================] - 1s 15ms/step - loss: 0.9085 - accuracy: 0.6687 - val_loss: 0.8853 - val_accuracy: 0.6719
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.9279 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 0.8955 - accuracy: 0.6830
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19/40 [=============>................] - ETA: 0s - loss: 0.9018 - accuracy: 0.6711
25/40 [=================>............] - ETA: 0s - loss: 0.9014 - accuracy: 0.6562
31/40 [======================>.......] - ETA: 0s - loss: 0.8937 - accuracy: 0.6683
37/40 [==========================>...] - ETA: 0s - loss: 0.8868 - accuracy: 0.6731
40/40 [==============================] - 0s 9ms/step - loss: 0.8867 - accuracy: 0.6734
40/40 [==============================] - 1s 14ms/step - loss: 0.8867 - accuracy: 0.6734 - val_loss: 0.8704 - val_accuracy: 0.6844
Epoch 31/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8966 - accuracy: 0.6116
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19/40 [=============>................] - ETA: 0s - loss: 0.8757 - accuracy: 0.6694
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31/40 [======================>.......] - ETA: 0s - loss: 0.8812 - accuracy: 0.6835
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40/40 [==============================] - 0s 9ms/step - loss: 0.8749 - accuracy: 0.6891
40/40 [==============================] - 1s 14ms/step - loss: 0.8749 - accuracy: 0.6891 - val_loss: 0.8563 - val_accuracy: 0.6906
Epoch 32/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8604 - accuracy: 0.7133
40/40 [==============================] - 1s 14ms/step - loss: 0.8604 - accuracy: 0.7133 - val_loss: 0.8413 - val_accuracy: 0.7188
Epoch 33/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8438 - accuracy: 0.7148
40/40 [==============================] - 1s 14ms/step - loss: 0.8438 - accuracy: 0.7148 - val_loss: 0.8313 - val_accuracy: 0.7375
Epoch 34/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.8317 - accuracy: 0.7039
40/40 [==============================] - 1s 13ms/step - loss: 0.8317 - accuracy: 0.7039 - val_loss: 0.8245 - val_accuracy: 0.7438
Epoch 35/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8204 - accuracy: 0.7219
40/40 [==============================] - 1s 14ms/step - loss: 0.8204 - accuracy: 0.7219 - val_loss: 0.8076 - val_accuracy: 0.7500
Epoch 36/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8080 - accuracy: 0.7250
40/40 [==============================] - 1s 14ms/step - loss: 0.8080 - accuracy: 0.7250 - val_loss: 0.8085 - val_accuracy: 0.7688
Epoch 37/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.8005 - accuracy: 0.7391
40/40 [==============================] - 1s 14ms/step - loss: 0.8005 - accuracy: 0.7391 - val_loss: 0.7881 - val_accuracy: 0.7500
Epoch 38/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7913 - accuracy: 0.7367
40/40 [==============================] - 1s 14ms/step - loss: 0.7913 - accuracy: 0.7367 - val_loss: 0.7771 - val_accuracy: 0.7375
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7811 - accuracy: 0.7563
40/40 [==============================] - 1s 14ms/step - loss: 0.7811 - accuracy: 0.7563 - val_loss: 0.7803 - val_accuracy: 0.7781
Epoch 40/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.7705 - accuracy: 0.7492
40/40 [==============================] - 1s 14ms/step - loss: 0.7705 - accuracy: 0.7492 - val_loss: 0.7599 - val_accuracy: 0.7563
Epoch 41/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7606 - accuracy: 0.7609
40/40 [==============================] - 1s 14ms/step - loss: 0.7606 - accuracy: 0.7609 - val_loss: 0.7583 - val_accuracy: 0.7937
Epoch 42/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.7547 - accuracy: 0.7672
40/40 [==============================] - 1s 15ms/step - loss: 0.7547 - accuracy: 0.7672 - val_loss: 0.7661 - val_accuracy: 0.7688
Epoch 43/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7443 - accuracy: 0.7820
40/40 [==============================] - 1s 14ms/step - loss: 0.7443 - accuracy: 0.7820 - val_loss: 0.7500 - val_accuracy: 0.7750
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7385 - accuracy: 0.7586
40/40 [==============================] - 1s 14ms/step - loss: 0.7385 - accuracy: 0.7586 - val_loss: 0.7486 - val_accuracy: 0.7750
Epoch 45/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.7341 - accuracy: 0.7555
40/40 [==============================] - 1s 13ms/step - loss: 0.7341 - accuracy: 0.7555 - val_loss: 0.7264 - val_accuracy: 0.7125
Epoch 46/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7538 - accuracy: 0.7455
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40/40 [==============================] - 0s 9ms/step - loss: 0.7254 - accuracy: 0.7797
40/40 [==============================] - 1s 14ms/step - loss: 0.7254 - accuracy: 0.7797 - val_loss: 0.7273 - val_accuracy: 0.7969
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6625 - accuracy: 0.8571
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37/40 [==========================>...] - ETA: 0s - loss: 0.7086 - accuracy: 0.7981
40/40 [==============================] - 0s 9ms/step - loss: 0.7139 - accuracy: 0.7906
40/40 [==============================] - 1s 15ms/step - loss: 0.7139 - accuracy: 0.7906 - val_loss: 0.7167 - val_accuracy: 0.7969
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7069 - accuracy: 0.8000
40/40 [==============================] - 1s 14ms/step - loss: 0.7069 - accuracy: 0.8000 - val_loss: 0.7095 - val_accuracy: 0.7969
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7212 - accuracy: 0.7589
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40/40 [==============================] - 0s 9ms/step - loss: 0.7001 - accuracy: 0.7875
40/40 [==============================] - 1s 14ms/step - loss: 0.7001 - accuracy: 0.7875 - val_loss: 0.7065 - val_accuracy: 0.7969
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6956 - accuracy: 0.7836
40/40 [==============================] - 1s 14ms/step - loss: 0.6956 - accuracy: 0.7836 - val_loss: 0.6868 - val_accuracy: 0.7906
Epoch 51/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6902 - accuracy: 0.7914
40/40 [==============================] - 1s 13ms/step - loss: 0.6902 - accuracy: 0.7914 - val_loss: 0.6806 - val_accuracy: 0.7625
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6842 - accuracy: 0.7914
40/40 [==============================] - 1s 14ms/step - loss: 0.6842 - accuracy: 0.7914 - val_loss: 0.6734 - val_accuracy: 0.7937
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6740 - accuracy: 0.8125
40/40 [==============================] - 1s 14ms/step - loss: 0.6740 - accuracy: 0.8125 - val_loss: 0.6827 - val_accuracy: 0.8031
Epoch 54/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6703 - accuracy: 0.7969
40/40 [==============================] - 1s 15ms/step - loss: 0.6703 - accuracy: 0.7969 - val_loss: 0.6643 - val_accuracy: 0.8156
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6763 - accuracy: 0.7789
40/40 [==============================] - 1s 14ms/step - loss: 0.6763 - accuracy: 0.7789 - val_loss: 0.6539 - val_accuracy: 0.8094
Epoch 56/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6610 - accuracy: 0.8047
40/40 [==============================] - 1s 13ms/step - loss: 0.6610 - accuracy: 0.8047 - val_loss: 0.6637 - val_accuracy: 0.8000
Epoch 57/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6686 - accuracy: 0.7906
40/40 [==============================] - 1s 14ms/step - loss: 0.6686 - accuracy: 0.7906 - val_loss: 0.6431 - val_accuracy: 0.8156
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6516 - accuracy: 0.8063
40/40 [==============================] - 1s 22ms/step - loss: 0.6516 - accuracy: 0.8063 - val_loss: 0.6386 - val_accuracy: 0.8188
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6456 - accuracy: 0.8195
40/40 [==============================] - 1s 15ms/step - loss: 0.6456 - accuracy: 0.8195 - val_loss: 0.7015 - val_accuracy: 0.7719
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6427 - accuracy: 0.8242
40/40 [==============================] - 1s 14ms/step - loss: 0.6427 - accuracy: 0.8242 - val_loss: 0.6579 - val_accuracy: 0.8031
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6380 - accuracy: 0.8156
40/40 [==============================] - 1s 14ms/step - loss: 0.6380 - accuracy: 0.8156 - val_loss: 0.6316 - val_accuracy: 0.8281
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6634 - accuracy: 0.7852
40/40 [==============================] - 1s 14ms/step - loss: 0.6634 - accuracy: 0.7852 - val_loss: 0.6213 - val_accuracy: 0.8250
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6395 - accuracy: 0.8016
40/40 [==============================] - 1s 14ms/step - loss: 0.6395 - accuracy: 0.8016 - val_loss: 0.6235 - val_accuracy: 0.8156
Epoch 64/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6365 - accuracy: 0.8086
40/40 [==============================] - 1s 15ms/step - loss: 0.6365 - accuracy: 0.8086 - val_loss: 0.6086 - val_accuracy: 0.8438
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6234 - accuracy: 0.8172
40/40 [==============================] - 1s 15ms/step - loss: 0.6234 - accuracy: 0.8172 - val_loss: 0.6203 - val_accuracy: 0.8344
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6227 - accuracy: 0.8148
40/40 [==============================] - 1s 14ms/step - loss: 0.6227 - accuracy: 0.8148 - val_loss: 0.6452 - val_accuracy: 0.8031
Epoch 67/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.6088 - accuracy: 0.8391
40/40 [==============================] - 1s 13ms/step - loss: 0.6088 - accuracy: 0.8391 - val_loss: 0.6147 - val_accuracy: 0.8094
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6064 - accuracy: 0.8352
40/40 [==============================] - 1s 14ms/step - loss: 0.6064 - accuracy: 0.8352 - val_loss: 0.6069 - val_accuracy: 0.8219
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6020 - accuracy: 0.8297
40/40 [==============================] - 1s 14ms/step - loss: 0.6020 - accuracy: 0.8297 - val_loss: 0.5904 - val_accuracy: 0.8250
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6043 - accuracy: 0.8289
40/40 [==============================] - 1s 14ms/step - loss: 0.6043 - accuracy: 0.8289 - val_loss: 0.6016 - val_accuracy: 0.8156
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5978 - accuracy: 0.8297
40/40 [==============================] - 1s 14ms/step - loss: 0.5978 - accuracy: 0.8297 - val_loss: 0.5803 - val_accuracy: 0.8406
Epoch 72/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5962 - accuracy: 0.8383
40/40 [==============================] - 1s 13ms/step - loss: 0.5962 - accuracy: 0.8383 - val_loss: 0.5787 - val_accuracy: 0.8375
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5828 - accuracy: 0.8477
40/40 [==============================] - 1s 14ms/step - loss: 0.5828 - accuracy: 0.8477 - val_loss: 0.6530 - val_accuracy: 0.7969
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5875 - accuracy: 0.8383
40/40 [==============================] - 1s 14ms/step - loss: 0.5875 - accuracy: 0.8383 - val_loss: 0.6342 - val_accuracy: 0.7906
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5833 - accuracy: 0.8320
40/40 [==============================] - 1s 14ms/step - loss: 0.5833 - accuracy: 0.8320 - val_loss: 0.5684 - val_accuracy: 0.8406
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5809 - accuracy: 0.8367
40/40 [==============================] - 1s 14ms/step - loss: 0.5809 - accuracy: 0.8367 - val_loss: 0.5685 - val_accuracy: 0.8375
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5777 - accuracy: 0.8477
40/40 [==============================] - 1s 15ms/step - loss: 0.5777 - accuracy: 0.8477 - val_loss: 0.5649 - val_accuracy: 0.8406
Epoch 78/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5741 - accuracy: 0.8195
40/40 [==============================] - 1s 14ms/step - loss: 0.5741 - accuracy: 0.8195 - val_loss: 0.5576 - val_accuracy: 0.8500
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5714 - accuracy: 0.8391
40/40 [==============================] - 1s 14ms/step - loss: 0.5714 - accuracy: 0.8391 - val_loss: 0.5646 - val_accuracy: 0.8438
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5663 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.5663 - accuracy: 0.8602 - val_loss: 0.5791 - val_accuracy: 0.8219
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5621 - accuracy: 0.8508
40/40 [==============================] - 1s 14ms/step - loss: 0.5621 - accuracy: 0.8508 - val_loss: 0.5610 - val_accuracy: 0.8438
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5579 - accuracy: 0.8477
40/40 [==============================] - 1s 14ms/step - loss: 0.5579 - accuracy: 0.8477 - val_loss: 0.6153 - val_accuracy: 0.7969
Epoch 83/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5809 - accuracy: 0.8047
40/40 [==============================] - 1s 13ms/step - loss: 0.5809 - accuracy: 0.8047 - val_loss: 0.5862 - val_accuracy: 0.8094
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5581 - accuracy: 0.8367
40/40 [==============================] - 1s 14ms/step - loss: 0.5581 - accuracy: 0.8367 - val_loss: 0.5454 - val_accuracy: 0.8375
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5501 - accuracy: 0.8406
40/40 [==============================] - 1s 14ms/step - loss: 0.5501 - accuracy: 0.8406 - val_loss: 0.5449 - val_accuracy: 0.8531
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5521 - accuracy: 0.8516
40/40 [==============================] - 1s 14ms/step - loss: 0.5521 - accuracy: 0.8516 - val_loss: 0.5563 - val_accuracy: 0.8125
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5467 - accuracy: 0.8562
40/40 [==============================] - 1s 14ms/step - loss: 0.5467 - accuracy: 0.8562 - val_loss: 0.5950 - val_accuracy: 0.8094
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5464 - accuracy: 0.8445
40/40 [==============================] - 1s 14ms/step - loss: 0.5464 - accuracy: 0.8445 - val_loss: 0.5339 - val_accuracy: 0.8406
Epoch 89/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5423 - accuracy: 0.8445
40/40 [==============================] - 1s 14ms/step - loss: 0.5423 - accuracy: 0.8445 - val_loss: 0.5637 - val_accuracy: 0.8250
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5356 - accuracy: 0.8594
40/40 [==============================] - 1s 14ms/step - loss: 0.5356 - accuracy: 0.8594 - val_loss: 0.5242 - val_accuracy: 0.8562
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5359 - accuracy: 0.8562
40/40 [==============================] - 1s 14ms/step - loss: 0.5359 - accuracy: 0.8562 - val_loss: 0.5424 - val_accuracy: 0.8344
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5404 - accuracy: 0.8492
40/40 [==============================] - 1s 14ms/step - loss: 0.5404 - accuracy: 0.8492 - val_loss: 0.5850 - val_accuracy: 0.8031
Epoch 93/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5489 - accuracy: 0.8527
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40/40 [==============================] - 0s 9ms/step - loss: 0.5421 - accuracy: 0.8422
40/40 [==============================] - 1s 14ms/step - loss: 0.5421 - accuracy: 0.8422 - val_loss: 0.5197 - val_accuracy: 0.8594
Epoch 94/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.5299 - accuracy: 0.8539
40/40 [==============================] - 1s 13ms/step - loss: 0.5299 - accuracy: 0.8539 - val_loss: 0.5369 - val_accuracy: 0.8438
Epoch 95/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5477 - accuracy: 0.8348
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40/40 [==============================] - 0s 9ms/step - loss: 0.5253 - accuracy: 0.8555
40/40 [==============================] - 1s 14ms/step - loss: 0.5253 - accuracy: 0.8555 - val_loss: 0.5183 - val_accuracy: 0.8500
Epoch 96/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.5229 - accuracy: 0.8500
40/40 [==============================] - 1s 16ms/step - loss: 0.5229 - accuracy: 0.8500 - val_loss: 0.5447 - val_accuracy: 0.8188
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5228 - accuracy: 0.8609
40/40 [==============================] - 1s 14ms/step - loss: 0.5228 - accuracy: 0.8609 - val_loss: 0.5426 - val_accuracy: 0.8281
Epoch 98/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5366 - accuracy: 0.8705
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40/40 [==============================] - 0s 9ms/step - loss: 0.5178 - accuracy: 0.8609
40/40 [==============================] - 1s 14ms/step - loss: 0.5178 - accuracy: 0.8609 - val_loss: 0.5660 - val_accuracy: 0.7656
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5323 - accuracy: 0.7723
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40/40 [==============================] - 0s 9ms/step - loss: 0.5316 - accuracy: 0.8320
40/40 [==============================] - 1s 14ms/step - loss: 0.5316 - accuracy: 0.8320 - val_loss: 0.5420 - val_accuracy: 0.8344
Epoch 100/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5175 - accuracy: 0.8839
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40/40 [==============================] - 0s 8ms/step - loss: 0.5243 - accuracy: 0.8469
40/40 [==============================] - 1s 13ms/step - loss: 0.5243 - accuracy: 0.8469 - val_loss: 0.5008 - val_accuracy: 0.87192022-11-21 20:06:23.018140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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[1] 0.845
Epoch 1/1002022-11-21 20:06:23.286853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 50.5424 - accuracy: 0.0625
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40/40 [==============================] - 1s 10ms/step - loss: 38.0236 - accuracy: 0.03052022-11-21 20:06:23.823369: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 38.0236 - accuracy: 0.0305 - val_loss: 18.6374 - val_accuracy: 0.1156
Epoch 2/100
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7/40 [====>.........................] - ETA: 0s - loss: 17.8235 - accuracy: 0.1607
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40/40 [==============================] - 0s 9ms/step - loss: 12.2965 - accuracy: 0.3320
40/40 [==============================] - 1s 14ms/step - loss: 12.2965 - accuracy: 0.3320 - val_loss: 5.9045 - val_accuracy: 0.3656
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 4.0680 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 5.6493 - accuracy: 0.3348
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39/40 [============================>.] - ETA: 0s - loss: 3.0297 - accuracy: 0.2909
40/40 [==============================] - 0s 9ms/step - loss: 2.9915 - accuracy: 0.2945
40/40 [==============================] - 1s 14ms/step - loss: 2.9915 - accuracy: 0.2945 - val_loss: 1.2992 - val_accuracy: 0.4094
Epoch 4/100
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39/40 [============================>.] - ETA: 0s - loss: 1.2244 - accuracy: 0.4992
40/40 [==============================] - 0s 10ms/step - loss: 1.2228 - accuracy: 0.5016
40/40 [==============================] - 1s 15ms/step - loss: 1.2228 - accuracy: 0.5016 - val_loss: 1.1175 - val_accuracy: 0.6125
Epoch 5/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.1946 - accuracy: 0.5580
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40/40 [==============================] - 0s 9ms/step - loss: 1.1358 - accuracy: 0.6133
40/40 [==============================] - 1s 14ms/step - loss: 1.1358 - accuracy: 0.6133 - val_loss: 1.0561 - val_accuracy: 0.6687
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.0368 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 1.0972 - accuracy: 0.6250
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31/40 [======================>.......] - ETA: 0s - loss: 1.0778 - accuracy: 0.6905
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40/40 [==============================] - 0s 9ms/step - loss: 1.0679 - accuracy: 0.7117
40/40 [==============================] - 1s 14ms/step - loss: 1.0679 - accuracy: 0.7117 - val_loss: 0.9907 - val_accuracy: 0.8000
Epoch 7/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.0378 - accuracy: 0.8214
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31/40 [======================>.......] - ETA: 0s - loss: 1.0029 - accuracy: 0.7994
37/40 [==========================>...] - ETA: 0s - loss: 0.9944 - accuracy: 0.7914
40/40 [==============================] - 0s 9ms/step - loss: 0.9946 - accuracy: 0.7922
40/40 [==============================] - 1s 14ms/step - loss: 0.9946 - accuracy: 0.7922 - val_loss: 0.9254 - val_accuracy: 0.8438
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.8353 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.9942 - accuracy: 0.7946
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31/40 [======================>.......] - ETA: 0s - loss: 0.9433 - accuracy: 0.7913
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40/40 [==============================] - 0s 9ms/step - loss: 0.9318 - accuracy: 0.8047
40/40 [==============================] - 1s 14ms/step - loss: 0.9318 - accuracy: 0.8047 - val_loss: 0.8710 - val_accuracy: 0.7937
Epoch 9/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8320 - accuracy: 0.8348
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40/40 [==============================] - 0s 8ms/step - loss: 0.8825 - accuracy: 0.7961
40/40 [==============================] - 1s 13ms/step - loss: 0.8825 - accuracy: 0.7961 - val_loss: 0.8365 - val_accuracy: 0.8531
Epoch 10/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8924 - accuracy: 0.8259
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40/40 [==============================] - 0s 9ms/step - loss: 0.8469 - accuracy: 0.8086
40/40 [==============================] - 1s 14ms/step - loss: 0.8469 - accuracy: 0.8086 - val_loss: 0.7993 - val_accuracy: 0.8344
Epoch 11/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.8606 - accuracy: 0.7857
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40/40 [==============================] - 0s 9ms/step - loss: 0.8128 - accuracy: 0.8391
40/40 [==============================] - 1s 14ms/step - loss: 0.8128 - accuracy: 0.8391 - val_loss: 0.7748 - val_accuracy: 0.8031
Epoch 12/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7455 - accuracy: 0.8259
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40/40 [==============================] - 0s 9ms/step - loss: 0.7824 - accuracy: 0.8227
40/40 [==============================] - 1s 14ms/step - loss: 0.7824 - accuracy: 0.8227 - val_loss: 0.7440 - val_accuracy: 0.8781
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7638 - accuracy: 0.8527
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31/40 [======================>.......] - ETA: 0s - loss: 0.7580 - accuracy: 0.8377
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40/40 [==============================] - 0s 9ms/step - loss: 0.7543 - accuracy: 0.8359
40/40 [==============================] - 1s 14ms/step - loss: 0.7543 - accuracy: 0.8359 - val_loss: 0.7145 - val_accuracy: 0.8844
Epoch 14/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7230 - accuracy: 0.8594
40/40 [==============================] - 1s 14ms/step - loss: 0.7230 - accuracy: 0.8594 - val_loss: 0.6784 - val_accuracy: 0.8781
Epoch 15/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.6547 - accuracy: 0.8229
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40/40 [==============================] - 0s 9ms/step - loss: 0.6879 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.6879 - accuracy: 0.8602 - val_loss: 0.6417 - val_accuracy: 0.9156
Epoch 16/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6519 - accuracy: 0.8820
40/40 [==============================] - 1s 14ms/step - loss: 0.6519 - accuracy: 0.8820 - val_loss: 0.6088 - val_accuracy: 0.9438
Epoch 17/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.6040 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.6215 - accuracy: 0.8875
40/40 [==============================] - 1s 14ms/step - loss: 0.6215 - accuracy: 0.8875 - val_loss: 0.5789 - val_accuracy: 0.9313
Epoch 18/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.5855 - accuracy: 0.9042
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40/40 [==============================] - 0s 9ms/step - loss: 0.5923 - accuracy: 0.9008
40/40 [==============================] - 1s 14ms/step - loss: 0.5923 - accuracy: 0.9008 - val_loss: 0.5534 - val_accuracy: 0.9250
Epoch 19/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5848 - accuracy: 0.8616
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40/40 [==============================] - 0s 9ms/step - loss: 0.5719 - accuracy: 0.8953
40/40 [==============================] - 1s 14ms/step - loss: 0.5719 - accuracy: 0.8953 - val_loss: 0.5359 - val_accuracy: 0.9469
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.6793 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5494 - accuracy: 0.9063
14/40 [=========>....................] - ETA: 0s - loss: 0.5649 - accuracy: 0.8996
21/40 [==============>...............] - ETA: 0s - loss: 0.5539 - accuracy: 0.9003
28/40 [====================>.........] - ETA: 0s - loss: 0.5450 - accuracy: 0.9007
35/40 [=========================>....] - ETA: 0s - loss: 0.5476 - accuracy: 0.9018
40/40 [==============================] - 0s 8ms/step - loss: 0.5449 - accuracy: 0.9047
40/40 [==============================] - 1s 13ms/step - loss: 0.5449 - accuracy: 0.9047 - val_loss: 0.5085 - val_accuracy: 0.9563
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.5857 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5608 - accuracy: 0.8884
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17/40 [===========>..................] - ETA: 0s - loss: 0.5427 - accuracy: 0.9081
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34/40 [========================>.....] - ETA: 0s - loss: 0.5354 - accuracy: 0.9035
38/40 [===========================>..] - ETA: 0s - loss: 0.5291 - accuracy: 0.9079
40/40 [==============================] - 0s 10ms/step - loss: 0.5239 - accuracy: 0.9094
40/40 [==============================] - 1s 16ms/step - loss: 0.5239 - accuracy: 0.9094 - val_loss: 0.4897 - val_accuracy: 0.9563
Epoch 22/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.4529 - accuracy: 0.9323
11/40 [=======>......................] - ETA: 0s - loss: 0.4853 - accuracy: 0.9290
17/40 [===========>..................] - ETA: 0s - loss: 0.5019 - accuracy: 0.9210
22/40 [===============>..............] - ETA: 0s - loss: 0.4927 - accuracy: 0.9148
28/40 [====================>.........] - ETA: 0s - loss: 0.5012 - accuracy: 0.9152
33/40 [=======================>......] - ETA: 0s - loss: 0.4987 - accuracy: 0.9138
39/40 [============================>.] - ETA: 0s - loss: 0.4986 - accuracy: 0.9103
40/40 [==============================] - 0s 10ms/step - loss: 0.4988 - accuracy: 0.9109
40/40 [==============================] - 1s 15ms/step - loss: 0.4988 - accuracy: 0.9109 - val_loss: 0.4696 - val_accuracy: 0.9656
Epoch 23/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.4682 - accuracy: 0.9219
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30/40 [=====================>........] - ETA: 0s - loss: 0.4788 - accuracy: 0.9177
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40/40 [==============================] - 0s 9ms/step - loss: 0.4818 - accuracy: 0.9141
40/40 [==============================] - 1s 14ms/step - loss: 0.4818 - accuracy: 0.9141 - val_loss: 0.4506 - val_accuracy: 0.9313
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.6233 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5095 - accuracy: 0.8973
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31/40 [======================>.......] - ETA: 0s - loss: 0.4667 - accuracy: 0.9294
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40/40 [==============================] - 0s 9ms/step - loss: 0.4615 - accuracy: 0.9305
40/40 [==============================] - 1s 15ms/step - loss: 0.4615 - accuracy: 0.9305 - val_loss: 0.4370 - val_accuracy: 0.9531
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.4855 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4375 - accuracy: 0.9420
14/40 [=========>....................] - ETA: 0s - loss: 0.4595 - accuracy: 0.9241
21/40 [==============>...............] - ETA: 0s - loss: 0.4524 - accuracy: 0.9167
28/40 [====================>.........] - ETA: 0s - loss: 0.4505 - accuracy: 0.9141
35/40 [=========================>....] - ETA: 0s - loss: 0.4512 - accuracy: 0.9187
40/40 [==============================] - 0s 8ms/step - loss: 0.4465 - accuracy: 0.9234
40/40 [==============================] - 1s 13ms/step - loss: 0.4465 - accuracy: 0.9234 - val_loss: 0.4183 - val_accuracy: 0.9531
Epoch 26/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.4444 - accuracy: 0.9375
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18/40 [============>.................] - ETA: 0s - loss: 0.4338 - accuracy: 0.9323
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30/40 [=====================>........] - ETA: 0s - loss: 0.4333 - accuracy: 0.9354
36/40 [==========================>...] - ETA: 0s - loss: 0.4308 - accuracy: 0.9366
40/40 [==============================] - 0s 9ms/step - loss: 0.4305 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.4305 - accuracy: 0.9359 - val_loss: 0.4171 - val_accuracy: 0.9531
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.5049 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4413 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.4242 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.4167 - accuracy: 0.9367
40/40 [==============================] - 0s 9ms/step - loss: 0.4132 - accuracy: 0.9344
40/40 [==============================] - 1s 14ms/step - loss: 0.4132 - accuracy: 0.9344 - val_loss: 0.3861 - val_accuracy: 0.9406
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.3350 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.4165 - accuracy: 0.9010
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30/40 [=====================>........] - ETA: 0s - loss: 0.4125 - accuracy: 0.9302
36/40 [==========================>...] - ETA: 0s - loss: 0.4078 - accuracy: 0.9323
40/40 [==============================] - 0s 9ms/step - loss: 0.4027 - accuracy: 0.9328
40/40 [==============================] - 1s 16ms/step - loss: 0.4027 - accuracy: 0.9328 - val_loss: 0.3725 - val_accuracy: 0.9438
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.4307 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.3597 - accuracy: 0.9219
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30/40 [=====================>........] - ETA: 0s - loss: 0.3903 - accuracy: 0.9333
36/40 [==========================>...] - ETA: 0s - loss: 0.3872 - accuracy: 0.9340
40/40 [==============================] - 0s 9ms/step - loss: 0.3836 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.3836 - accuracy: 0.9375 - val_loss: 0.3662 - val_accuracy: 0.9656
Epoch 30/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3742 - accuracy: 0.9286
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32/40 [=======================>......] - ETA: 0s - loss: 0.3800 - accuracy: 0.9316
39/40 [============================>.] - ETA: 0s - loss: 0.3735 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.3763 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.3763 - accuracy: 0.9367 - val_loss: 0.3486 - val_accuracy: 0.9625
Epoch 31/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3192 - accuracy: 0.9323
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19/40 [=============>................] - ETA: 0s - loss: 0.3390 - accuracy: 0.9293
26/40 [==================>...........] - ETA: 0s - loss: 0.3386 - accuracy: 0.9315
32/40 [=======================>......] - ETA: 0s - loss: 0.3506 - accuracy: 0.9307
38/40 [===========================>..] - ETA: 0s - loss: 0.3510 - accuracy: 0.9334
40/40 [==============================] - 0s 9ms/step - loss: 0.3545 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.3545 - accuracy: 0.9320 - val_loss: 0.3404 - val_accuracy: 0.9344
Epoch 32/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3387 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.3356 - accuracy: 0.9453
40/40 [==============================] - 1s 14ms/step - loss: 0.3356 - accuracy: 0.9453 - val_loss: 0.3245 - val_accuracy: 0.9375
Epoch 33/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3082 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.3022 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.3022 - accuracy: 0.9484 - val_loss: 0.2703 - val_accuracy: 0.9500
Epoch 34/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2627 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.2568 - accuracy: 0.9456
37/40 [==========================>...] - ETA: 0s - loss: 0.2616 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.2579 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.2579 - accuracy: 0.9414 - val_loss: 0.2405 - val_accuracy: 0.9438
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2379 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2669 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2391 - accuracy: 0.9435
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40/40 [==============================] - 0s 9ms/step - loss: 0.2334 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.2334 - accuracy: 0.9469 - val_loss: 0.2325 - val_accuracy: 0.9344
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1378 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1860 - accuracy: 0.9740
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33/40 [=======================>......] - ETA: 0s - loss: 0.2210 - accuracy: 0.9460
40/40 [==============================] - 0s 9ms/step - loss: 0.2205 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.2205 - accuracy: 0.9469 - val_loss: 0.2213 - val_accuracy: 0.9313
Epoch 37/100
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28/40 [====================>.........] - ETA: 0s - loss: 0.2114 - accuracy: 0.9509
34/40 [========================>.....] - ETA: 0s - loss: 0.2103 - accuracy: 0.9485
40/40 [==============================] - 0s 10ms/step - loss: 0.2073 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.2073 - accuracy: 0.9508 - val_loss: 0.2082 - val_accuracy: 0.9438
Epoch 38/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1990 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1990 - accuracy: 0.9500 - val_loss: 0.2050 - val_accuracy: 0.9469
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1884 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1884 - accuracy: 0.9523 - val_loss: 0.2020 - val_accuracy: 0.9438
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2141 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1834 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1834 - accuracy: 0.9508 - val_loss: 0.1902 - val_accuracy: 0.9500
Epoch 41/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1808 - accuracy: 0.9516
40/40 [==============================] - 1s 13ms/step - loss: 0.1808 - accuracy: 0.9516 - val_loss: 0.1825 - val_accuracy: 0.9563
Epoch 42/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1733 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1733 - accuracy: 0.9531 - val_loss: 0.1810 - val_accuracy: 0.9500
Epoch 43/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1686 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1686 - accuracy: 0.9563 - val_loss: 0.1730 - val_accuracy: 0.9531
Epoch 44/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1798 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1678 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1678 - accuracy: 0.9516 - val_loss: 0.1721 - val_accuracy: 0.9500
Epoch 45/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1332 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1580 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1580 - accuracy: 0.9563 - val_loss: 0.1681 - val_accuracy: 0.9531
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1980 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1305 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1564 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1564 - accuracy: 0.9578 - val_loss: 0.1623 - val_accuracy: 0.9500
Epoch 47/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1236 - accuracy: 0.9792
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27/40 [===================>..........] - ETA: 0s - loss: 0.1505 - accuracy: 0.9595
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40/40 [==============================] - 0s 9ms/step - loss: 0.1509 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1509 - accuracy: 0.9617 - val_loss: 0.1669 - val_accuracy: 0.9500
Epoch 48/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1407 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1483 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1483 - accuracy: 0.9594 - val_loss: 0.1617 - val_accuracy: 0.9500
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1262 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1457 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1457 - accuracy: 0.9602 - val_loss: 0.1544 - val_accuracy: 0.9625
Epoch 50/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1833 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1433 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1408 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1410 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1410 - accuracy: 0.9602 - val_loss: 0.1491 - val_accuracy: 0.9594
Epoch 51/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1942 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1493 - accuracy: 0.9556
37/40 [==========================>...] - ETA: 0s - loss: 0.1425 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1405 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1405 - accuracy: 0.9609 - val_loss: 0.1535 - val_accuracy: 0.9500
Epoch 52/100
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34/40 [========================>.....] - ETA: 0s - loss: 0.1382 - accuracy: 0.9651
38/40 [===========================>..] - ETA: 0s - loss: 0.1377 - accuracy: 0.9638
40/40 [==============================] - 0s 9ms/step - loss: 0.1377 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1377 - accuracy: 0.9648 - val_loss: 0.1561 - val_accuracy: 0.9531
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.0789 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9732
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37/40 [==========================>...] - ETA: 0s - loss: 0.1382 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1386 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1386 - accuracy: 0.9609 - val_loss: 0.1534 - val_accuracy: 0.9406
Epoch 54/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1677 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1337 - accuracy: 0.9567
37/40 [==========================>...] - ETA: 0s - loss: 0.1391 - accuracy: 0.9527
40/40 [==============================] - 0s 9ms/step - loss: 0.1379 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1379 - accuracy: 0.9531 - val_loss: 0.1618 - val_accuracy: 0.9406
Epoch 55/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1272 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1334 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1375 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1342 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1342 - accuracy: 0.9617 - val_loss: 0.1713 - val_accuracy: 0.9344
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1354 - accuracy: 0.9777
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31/40 [======================>.......] - ETA: 0s - loss: 0.1431 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1415 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1430 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1430 - accuracy: 0.9578 - val_loss: 0.1363 - val_accuracy: 0.9563
Epoch 57/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1056 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1288 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1288 - accuracy: 0.9594 - val_loss: 0.1351 - val_accuracy: 0.9594
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.1551 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1678 - accuracy: 0.9420
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34/40 [========================>.....] - ETA: 0s - loss: 0.1299 - accuracy: 0.9632
40/40 [==============================] - 0s 9ms/step - loss: 0.1296 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1296 - accuracy: 0.9641 - val_loss: 0.1360 - val_accuracy: 0.9563
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1188 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.1335 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.1301 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1285 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1285 - accuracy: 0.9633 - val_loss: 0.1435 - val_accuracy: 0.9531
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.0704 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1297 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.1262 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1237 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1243 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1243 - accuracy: 0.9648 - val_loss: 0.1320 - val_accuracy: 0.9625
Epoch 61/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1797 - accuracy: 0.9375
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35/40 [=========================>....] - ETA: 0s - loss: 0.1237 - accuracy: 0.9643
40/40 [==============================] - 0s 12ms/step - loss: 0.1296 - accuracy: 0.9602
40/40 [==============================] - 1s 17ms/step - loss: 0.1296 - accuracy: 0.9602 - val_loss: 0.1585 - val_accuracy: 0.9344
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.2145 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9635
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38/40 [===========================>..] - ETA: 0s - loss: 0.1277 - accuracy: 0.9630
40/40 [==============================] - 0s 11ms/step - loss: 0.1270 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.1270 - accuracy: 0.9641 - val_loss: 0.1329 - val_accuracy: 0.9531
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.0804 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1255 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.1260 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1260 - accuracy: 0.9586 - val_loss: 0.1279 - val_accuracy: 0.9563
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.0378 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1793 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.1260 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1260 - accuracy: 0.9609 - val_loss: 0.1283 - val_accuracy: 0.9469
Epoch 65/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1041 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1197 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1197 - accuracy: 0.9641 - val_loss: 0.1255 - val_accuracy: 0.9625
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1187 - accuracy: 0.9598
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40/40 [==============================] - 0s 11ms/step - loss: 0.1268 - accuracy: 0.9609
40/40 [==============================] - 1s 16ms/step - loss: 0.1268 - accuracy: 0.9609 - val_loss: 0.1244 - val_accuracy: 0.9625
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1170 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1170 - accuracy: 0.9656 - val_loss: 0.1222 - val_accuracy: 0.9656
Epoch 68/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1190 - accuracy: 0.9578
40/40 [==============================] - 1s 13ms/step - loss: 0.1190 - accuracy: 0.9578 - val_loss: 0.1302 - val_accuracy: 0.9594
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1161 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1161 - accuracy: 0.9648 - val_loss: 0.1189 - val_accuracy: 0.9656
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1147 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1147 - accuracy: 0.9641 - val_loss: 0.1180 - val_accuracy: 0.9594
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1165 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1165 - accuracy: 0.9648 - val_loss: 0.1250 - val_accuracy: 0.9531
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1216 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1216 - accuracy: 0.9617 - val_loss: 0.1195 - val_accuracy: 0.9500
Epoch 73/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0935 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1117 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1117 - accuracy: 0.9641 - val_loss: 0.1253 - val_accuracy: 0.9531
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0795 - accuracy: 0.9821
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40/40 [==============================] - 0s 8ms/step - loss: 0.1108 - accuracy: 0.9672
40/40 [==============================] - 1s 13ms/step - loss: 0.1108 - accuracy: 0.9672 - val_loss: 0.1260 - val_accuracy: 0.9563
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1041 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1098 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1098 - accuracy: 0.9648 - val_loss: 0.1169 - val_accuracy: 0.9563
Epoch 76/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.1109 - accuracy: 0.9677
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40/40 [==============================] - 0s 9ms/step - loss: 0.1079 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.1079 - accuracy: 0.9695 - val_loss: 0.1285 - val_accuracy: 0.9500
Epoch 77/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1049 - accuracy: 0.9732
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31/40 [======================>.......] - ETA: 0s - loss: 0.1068 - accuracy: 0.9677
37/40 [==========================>...] - ETA: 0s - loss: 0.1091 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1088 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1088 - accuracy: 0.9672 - val_loss: 0.1144 - val_accuracy: 0.9563
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1118 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1048 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.1048 - accuracy: 0.9719 - val_loss: 0.1280 - val_accuracy: 0.9563
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1641 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1100 - accuracy: 0.9672
40/40 [==============================] - 1s 13ms/step - loss: 0.1100 - accuracy: 0.9672 - val_loss: 0.1143 - val_accuracy: 0.9531
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1115 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1115 - accuracy: 0.9656 - val_loss: 0.1618 - val_accuracy: 0.9375
Epoch 81/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1103 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1103 - accuracy: 0.9633 - val_loss: 0.1088 - val_accuracy: 0.9531
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1040 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.1040 - accuracy: 0.9703 - val_loss: 0.1071 - val_accuracy: 0.9719
Epoch 83/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1298 - accuracy: 0.9509
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37/40 [==========================>...] - ETA: 0s - loss: 0.1035 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.1022 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1022 - accuracy: 0.9664 - val_loss: 0.1031 - val_accuracy: 0.9656
Epoch 84/100
1/40 [..............................] - ETA: 0s - loss: 0.1384 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0712 - accuracy: 0.9732
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37/40 [==========================>...] - ETA: 0s - loss: 0.0999 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.1045 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.1045 - accuracy: 0.9688 - val_loss: 0.1141 - val_accuracy: 0.9563
Epoch 85/100
1/40 [..............................] - ETA: 0s - loss: 0.0414 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0682 - accuracy: 0.9777
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40/40 [==============================] - 0s 8ms/step - loss: 0.1026 - accuracy: 0.9664
40/40 [==============================] - 1s 13ms/step - loss: 0.1026 - accuracy: 0.9664 - val_loss: 0.1078 - val_accuracy: 0.9594
Epoch 86/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0702 - accuracy: 0.9821
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38/40 [===========================>..] - ETA: 0s - loss: 0.1044 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1013 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.1013 - accuracy: 0.9695 - val_loss: 0.1030 - val_accuracy: 0.9656
Epoch 87/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.1108 - accuracy: 0.9617
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40/40 [==============================] - 0s 9ms/step - loss: 0.1063 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1063 - accuracy: 0.9656 - val_loss: 0.1143 - val_accuracy: 0.9531
Epoch 88/100
1/40 [..............................] - ETA: 0s - loss: 0.0308 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0582 - accuracy: 0.9948
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36/40 [==========================>...] - ETA: 0s - loss: 0.0959 - accuracy: 0.9705
40/40 [==============================] - 0s 9ms/step - loss: 0.0984 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0984 - accuracy: 0.9695 - val_loss: 0.1086 - val_accuracy: 0.9531
Epoch 89/100
1/40 [..............................] - ETA: 0s - loss: 0.0273 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0794 - accuracy: 0.9777
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38/40 [===========================>..] - ETA: 0s - loss: 0.1015 - accuracy: 0.9688
40/40 [==============================] - 0s 9ms/step - loss: 0.1028 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1028 - accuracy: 0.9680 - val_loss: 0.1034 - val_accuracy: 0.9625
Epoch 90/100
1/40 [..............................] - ETA: 0s - loss: 0.1199 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0972 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0972 - accuracy: 0.9703 - val_loss: 0.1159 - val_accuracy: 0.9531
Epoch 91/100
1/40 [..............................] - ETA: 0s - loss: 0.0668 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0889 - accuracy: 0.9821
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40/40 [==============================] - 0s 8ms/step - loss: 0.1002 - accuracy: 0.9711
40/40 [==============================] - 1s 13ms/step - loss: 0.1002 - accuracy: 0.9711 - val_loss: 0.0981 - val_accuracy: 0.9688
Epoch 92/100
1/40 [..............................] - ETA: 0s - loss: 0.1412 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0880 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0957 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0957 - accuracy: 0.9695 - val_loss: 0.1039 - val_accuracy: 0.9531
Epoch 93/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.0987 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0973 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0973 - accuracy: 0.9688 - val_loss: 0.0971 - val_accuracy: 0.9625
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0955 - accuracy: 0.9375
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32/40 [=======================>......] - ETA: 0s - loss: 0.1012 - accuracy: 0.9697
38/40 [===========================>..] - ETA: 0s - loss: 0.0982 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0963 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0963 - accuracy: 0.9711 - val_loss: 0.0983 - val_accuracy: 0.9719
Epoch 95/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.0956 - accuracy: 0.9729
40/40 [==============================] - 0s 9ms/step - loss: 0.0994 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0994 - accuracy: 0.9703 - val_loss: 0.1113 - val_accuracy: 0.9563
Epoch 96/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.1008 - accuracy: 0.9695
40/40 [==============================] - 1s 16ms/step - loss: 0.1008 - accuracy: 0.9695 - val_loss: 0.1258 - val_accuracy: 0.9438
Epoch 97/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1186 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1021 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1021 - accuracy: 0.9680 - val_loss: 0.1056 - val_accuracy: 0.9563
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0360 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1004 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0938 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0938 - accuracy: 0.9727 - val_loss: 0.1013 - val_accuracy: 0.9531
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0626 - accuracy: 0.9777
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40/40 [==============================] - 0s 8ms/step - loss: 0.0961 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0961 - accuracy: 0.9688 - val_loss: 0.1060 - val_accuracy: 0.9625
Epoch 100/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1441 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.0922 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0922 - accuracy: 0.9703 - val_loss: 0.1044 - val_accuracy: 0.95312022-11-21 20:07:20.542543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 3ms/step
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[1] 0.975
Epoch 1/1002022-11-21 20:07:20.802370: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 10.8944 - accuracy: 0.1562
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40/40 [==============================] - 1s 9ms/step - loss: 4.2179 - accuracy: 0.15782022-11-21 20:07:21.330192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 27ms/step - loss: 4.2179 - accuracy: 0.1578 - val_loss: 2.1800 - val_accuracy: 0.1281
Epoch 2/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.9782 - accuracy: 0.1027
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31/40 [======================>.......] - ETA: 0s - loss: 1.8350 - accuracy: 0.0504
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40/40 [==============================] - 0s 9ms/step - loss: 1.7989 - accuracy: 0.0508
40/40 [==============================] - 1s 14ms/step - loss: 1.7989 - accuracy: 0.0508 - val_loss: 1.6481 - val_accuracy: 0.0719
Epoch 3/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.5993 - accuracy: 0.0982
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31/40 [======================>.......] - ETA: 0s - loss: 1.5534 - accuracy: 0.0897
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40/40 [==============================] - 0s 9ms/step - loss: 1.5395 - accuracy: 0.0813
40/40 [==============================] - 1s 14ms/step - loss: 1.5395 - accuracy: 0.0813 - val_loss: 1.4533 - val_accuracy: 0.0781
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.5046 - accuracy: 0.0312
7/40 [====>.........................] - ETA: 0s - loss: 1.4789 - accuracy: 0.0848
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25/40 [=================>............] - ETA: 0s - loss: 1.4106 - accuracy: 0.1112
31/40 [======================>.......] - ETA: 0s - loss: 1.3922 - accuracy: 0.1139
37/40 [==========================>...] - ETA: 0s - loss: 1.3677 - accuracy: 0.1444
40/40 [==============================] - 0s 9ms/step - loss: 1.3690 - accuracy: 0.1508
40/40 [==============================] - 1s 14ms/step - loss: 1.3690 - accuracy: 0.1508 - val_loss: 1.3154 - val_accuracy: 0.3187
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.1682 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.2703 - accuracy: 0.2768
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19/40 [=============>................] - ETA: 0s - loss: 1.2534 - accuracy: 0.2862
25/40 [=================>............] - ETA: 0s - loss: 1.2411 - accuracy: 0.3187
31/40 [======================>.......] - ETA: 0s - loss: 1.2405 - accuracy: 0.3488
37/40 [==========================>...] - ETA: 0s - loss: 1.2381 - accuracy: 0.3471
40/40 [==============================] - 0s 9ms/step - loss: 1.2362 - accuracy: 0.3391
40/40 [==============================] - 1s 14ms/step - loss: 1.2362 - accuracy: 0.3391 - val_loss: 1.1862 - val_accuracy: 0.2875
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.2278 - accuracy: 0.2188
6/40 [===>..........................] - ETA: 0s - loss: 1.1505 - accuracy: 0.2708
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26/40 [==================>...........] - ETA: 0s - loss: 1.1582 - accuracy: 0.3906
33/40 [=======================>......] - ETA: 0s - loss: 1.1408 - accuracy: 0.4167
40/40 [==============================] - 0s 8ms/step - loss: 1.1365 - accuracy: 0.4055
40/40 [==============================] - 1s 20ms/step - loss: 1.1365 - accuracy: 0.4055 - val_loss: 1.1004 - val_accuracy: 0.3750
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.1141 - accuracy: 0.4375
6/40 [===>..........................] - ETA: 0s - loss: 1.0854 - accuracy: 0.3854
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29/40 [====================>.........] - ETA: 0s - loss: 1.0498 - accuracy: 0.5194
35/40 [=========================>....] - ETA: 0s - loss: 1.0479 - accuracy: 0.5170
40/40 [==============================] - 0s 9ms/step - loss: 1.0482 - accuracy: 0.5133
40/40 [==============================] - 1s 14ms/step - loss: 1.0482 - accuracy: 0.5133 - val_loss: 1.0211 - val_accuracy: 0.5875
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.0506 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.0222 - accuracy: 0.5759
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19/40 [=============>................] - ETA: 0s - loss: 0.9846 - accuracy: 0.6053
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31/40 [======================>.......] - ETA: 0s - loss: 0.9728 - accuracy: 0.5988
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40/40 [==============================] - 0s 9ms/step - loss: 0.9763 - accuracy: 0.5891
40/40 [==============================] - 1s 14ms/step - loss: 0.9763 - accuracy: 0.5891 - val_loss: 0.9644 - val_accuracy: 0.4781
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.8193 - accuracy: 0.5938
6/40 [===>..........................] - ETA: 0s - loss: 0.9288 - accuracy: 0.5729
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29/40 [====================>.........] - ETA: 0s - loss: 0.9151 - accuracy: 0.6487
35/40 [=========================>....] - ETA: 0s - loss: 0.9120 - accuracy: 0.6473
40/40 [==============================] - 0s 9ms/step - loss: 0.9181 - accuracy: 0.6406
40/40 [==============================] - 1s 14ms/step - loss: 0.9181 - accuracy: 0.6406 - val_loss: 0.9093 - val_accuracy: 0.6125
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.9373 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 0.8906 - accuracy: 0.6518
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25/40 [=================>............] - ETA: 0s - loss: 0.8627 - accuracy: 0.6700
31/40 [======================>.......] - ETA: 0s - loss: 0.8667 - accuracy: 0.6754
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40/40 [==============================] - 0s 9ms/step - loss: 0.8627 - accuracy: 0.6867
40/40 [==============================] - 1s 14ms/step - loss: 0.8627 - accuracy: 0.6867 - val_loss: 0.8645 - val_accuracy: 0.7406
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.0034 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.8630 - accuracy: 0.7455
14/40 [=========>....................] - ETA: 0s - loss: 0.8495 - accuracy: 0.7143
21/40 [==============>...............] - ETA: 0s - loss: 0.8333 - accuracy: 0.7247
28/40 [====================>.........] - ETA: 0s - loss: 0.8201 - accuracy: 0.7254
35/40 [=========================>....] - ETA: 0s - loss: 0.8127 - accuracy: 0.7295
40/40 [==============================] - 0s 8ms/step - loss: 0.8116 - accuracy: 0.7273
40/40 [==============================] - 1s 13ms/step - loss: 0.8116 - accuracy: 0.7273 - val_loss: 0.8030 - val_accuracy: 0.7500
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.8086 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.8174 - accuracy: 0.7366
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31/40 [======================>.......] - ETA: 0s - loss: 0.7753 - accuracy: 0.7661
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40/40 [==============================] - 0s 9ms/step - loss: 0.7620 - accuracy: 0.7719
40/40 [==============================] - 1s 14ms/step - loss: 0.7620 - accuracy: 0.7719 - val_loss: 0.7560 - val_accuracy: 0.7531
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6871 - accuracy: 0.8036
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31/40 [======================>.......] - ETA: 0s - loss: 0.7224 - accuracy: 0.7742
37/40 [==========================>...] - ETA: 0s - loss: 0.7199 - accuracy: 0.7804
40/40 [==============================] - 0s 9ms/step - loss: 0.7182 - accuracy: 0.7797
40/40 [==============================] - 1s 14ms/step - loss: 0.7182 - accuracy: 0.7797 - val_loss: 0.7336 - val_accuracy: 0.7344
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.6624 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.6625 - accuracy: 0.8259
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19/40 [=============>................] - ETA: 0s - loss: 0.6689 - accuracy: 0.8240
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31/40 [======================>.......] - ETA: 0s - loss: 0.6810 - accuracy: 0.8135
37/40 [==========================>...] - ETA: 0s - loss: 0.6695 - accuracy: 0.8167
40/40 [==============================] - 0s 9ms/step - loss: 0.6683 - accuracy: 0.8164
40/40 [==============================] - 1s 14ms/step - loss: 0.6683 - accuracy: 0.8164 - val_loss: 0.6797 - val_accuracy: 0.7844
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.7612 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.6627 - accuracy: 0.8259
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19/40 [=============>................] - ETA: 0s - loss: 0.6623 - accuracy: 0.8174
25/40 [=================>............] - ETA: 0s - loss: 0.6579 - accuracy: 0.8237
31/40 [======================>.......] - ETA: 0s - loss: 0.6512 - accuracy: 0.8226
37/40 [==========================>...] - ETA: 0s - loss: 0.6359 - accuracy: 0.8277
40/40 [==============================] - 0s 9ms/step - loss: 0.6342 - accuracy: 0.8234
40/40 [==============================] - 1s 14ms/step - loss: 0.6342 - accuracy: 0.8234 - val_loss: 0.6395 - val_accuracy: 0.8000
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.5451 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.5872 - accuracy: 0.8080
13/40 [========>.....................] - ETA: 0s - loss: 0.6099 - accuracy: 0.8125
19/40 [=============>................] - ETA: 0s - loss: 0.5807 - accuracy: 0.8388
26/40 [==================>...........] - ETA: 0s - loss: 0.5981 - accuracy: 0.8281
33/40 [=======================>......] - ETA: 0s - loss: 0.5979 - accuracy: 0.8314
40/40 [==============================] - 0s 8ms/step - loss: 0.5974 - accuracy: 0.8344
40/40 [==============================] - 1s 13ms/step - loss: 0.5974 - accuracy: 0.8344 - val_loss: 0.5968 - val_accuracy: 0.8313
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.5120 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.5510 - accuracy: 0.8482
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33/40 [=======================>......] - ETA: 0s - loss: 0.5630 - accuracy: 0.8400
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40/40 [==============================] - 0s 9ms/step - loss: 0.5561 - accuracy: 0.8469
40/40 [==============================] - 1s 14ms/step - loss: 0.5561 - accuracy: 0.8469 - val_loss: 0.5616 - val_accuracy: 0.8625
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.5444 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.4844 - accuracy: 0.9330
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19/40 [=============>................] - ETA: 0s - loss: 0.5198 - accuracy: 0.8832
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31/40 [======================>.......] - ETA: 0s - loss: 0.5179 - accuracy: 0.8821
37/40 [==========================>...] - ETA: 0s - loss: 0.5250 - accuracy: 0.8767
40/40 [==============================] - 0s 9ms/step - loss: 0.5251 - accuracy: 0.8695
40/40 [==============================] - 1s 14ms/step - loss: 0.5251 - accuracy: 0.8695 - val_loss: 0.5462 - val_accuracy: 0.8250
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.5152 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.5328 - accuracy: 0.8616
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19/40 [=============>................] - ETA: 0s - loss: 0.5107 - accuracy: 0.8635
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31/40 [======================>.......] - ETA: 0s - loss: 0.5025 - accuracy: 0.8619
37/40 [==========================>...] - ETA: 0s - loss: 0.4977 - accuracy: 0.8674
40/40 [==============================] - 0s 9ms/step - loss: 0.4941 - accuracy: 0.8695
40/40 [==============================] - 1s 14ms/step - loss: 0.4941 - accuracy: 0.8695 - val_loss: 0.5097 - val_accuracy: 0.8656
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.5028 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4649 - accuracy: 0.8839
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40/40 [==============================] - 0s 9ms/step - loss: 0.4738 - accuracy: 0.8758
40/40 [==============================] - 1s 14ms/step - loss: 0.4738 - accuracy: 0.8758 - val_loss: 0.4855 - val_accuracy: 0.8406
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3664 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4493 - accuracy: 0.8705
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31/40 [======================>.......] - ETA: 0s - loss: 0.4513 - accuracy: 0.8750
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40/40 [==============================] - 0s 9ms/step - loss: 0.4405 - accuracy: 0.8844
40/40 [==============================] - 1s 14ms/step - loss: 0.4405 - accuracy: 0.8844 - val_loss: 0.4648 - val_accuracy: 0.8531
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3797 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.4561 - accuracy: 0.8929
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28/40 [====================>.........] - ETA: 0s - loss: 0.4146 - accuracy: 0.8996
35/40 [=========================>....] - ETA: 0s - loss: 0.4116 - accuracy: 0.8982
40/40 [==============================] - 0s 8ms/step - loss: 0.4226 - accuracy: 0.8914
40/40 [==============================] - 1s 13ms/step - loss: 0.4226 - accuracy: 0.8914 - val_loss: 0.4446 - val_accuracy: 0.8531
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.4194 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3930 - accuracy: 0.9107
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40/40 [==============================] - 0s 9ms/step - loss: 0.4041 - accuracy: 0.8961
40/40 [==============================] - 1s 14ms/step - loss: 0.4041 - accuracy: 0.8961 - val_loss: 0.4167 - val_accuracy: 0.8750
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.5196 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3915 - accuracy: 0.8973
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40/40 [==============================] - 0s 10ms/step - loss: 0.3856 - accuracy: 0.8977
40/40 [==============================] - 1s 15ms/step - loss: 0.3856 - accuracy: 0.8977 - val_loss: 0.4139 - val_accuracy: 0.8438
Epoch 25/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3052 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.3679 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.3679 - accuracy: 0.9023 - val_loss: 0.3916 - val_accuracy: 0.8594
Epoch 26/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3074 - accuracy: 0.9330
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37/40 [==========================>...] - ETA: 0s - loss: 0.3467 - accuracy: 0.9037
40/40 [==============================] - 0s 9ms/step - loss: 0.3506 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.3506 - accuracy: 0.9031 - val_loss: 0.3834 - val_accuracy: 0.8500
Epoch 27/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3384 - accuracy: 0.8973
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25/40 [=================>............] - ETA: 0s - loss: 0.3328 - accuracy: 0.9038
31/40 [======================>.......] - ETA: 0s - loss: 0.3287 - accuracy: 0.9093
37/40 [==========================>...] - ETA: 0s - loss: 0.3402 - accuracy: 0.9020
40/40 [==============================] - 0s 9ms/step - loss: 0.3424 - accuracy: 0.9008
40/40 [==============================] - 1s 14ms/step - loss: 0.3424 - accuracy: 0.9008 - val_loss: 0.3668 - val_accuracy: 0.8750
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.3324 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3304 - accuracy: 0.8906
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20/40 [==============>...............] - ETA: 0s - loss: 0.3433 - accuracy: 0.9031
27/40 [===================>..........] - ETA: 0s - loss: 0.3303 - accuracy: 0.9086
34/40 [========================>.....] - ETA: 0s - loss: 0.3349 - accuracy: 0.9017
40/40 [==============================] - 0s 8ms/step - loss: 0.3306 - accuracy: 0.9039
40/40 [==============================] - 1s 13ms/step - loss: 0.3306 - accuracy: 0.9039 - val_loss: 0.3693 - val_accuracy: 0.8531
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.2719 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3685 - accuracy: 0.8839
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19/40 [=============>................] - ETA: 0s - loss: 0.3169 - accuracy: 0.9062
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31/40 [======================>.......] - ETA: 0s - loss: 0.3265 - accuracy: 0.9022
37/40 [==========================>...] - ETA: 0s - loss: 0.3194 - accuracy: 0.9071
40/40 [==============================] - 0s 9ms/step - loss: 0.3189 - accuracy: 0.9047
40/40 [==============================] - 1s 14ms/step - loss: 0.3189 - accuracy: 0.9047 - val_loss: 0.3448 - val_accuracy: 0.8719
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2620 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3094 - accuracy: 0.9063
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19/40 [=============>................] - ETA: 0s - loss: 0.3153 - accuracy: 0.9095
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31/40 [======================>.......] - ETA: 0s - loss: 0.3079 - accuracy: 0.9143
37/40 [==========================>...] - ETA: 0s - loss: 0.3073 - accuracy: 0.9155
40/40 [==============================] - 0s 9ms/step - loss: 0.3054 - accuracy: 0.9148
40/40 [==============================] - 1s 14ms/step - loss: 0.3054 - accuracy: 0.9148 - val_loss: 0.3328 - val_accuracy: 0.8781
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2903 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2775 - accuracy: 0.9018
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19/40 [=============>................] - ETA: 0s - loss: 0.2845 - accuracy: 0.9145
25/40 [=================>............] - ETA: 0s - loss: 0.2914 - accuracy: 0.9125
31/40 [======================>.......] - ETA: 0s - loss: 0.2980 - accuracy: 0.9113
37/40 [==========================>...] - ETA: 0s - loss: 0.2953 - accuracy: 0.9130
40/40 [==============================] - 0s 9ms/step - loss: 0.2966 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2966 - accuracy: 0.9125 - val_loss: 0.3245 - val_accuracy: 0.8969
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2973 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2661 - accuracy: 0.9241
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25/40 [=================>............] - ETA: 0s - loss: 0.3000 - accuracy: 0.9137
31/40 [======================>.......] - ETA: 0s - loss: 0.2944 - accuracy: 0.9143
37/40 [==========================>...] - ETA: 0s - loss: 0.2920 - accuracy: 0.9130
40/40 [==============================] - 0s 9ms/step - loss: 0.2868 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2868 - accuracy: 0.9156 - val_loss: 0.3268 - val_accuracy: 0.8875
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.5238 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.3564 - accuracy: 0.8906
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18/40 [============>.................] - ETA: 0s - loss: 0.3187 - accuracy: 0.9028
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32/40 [=======================>......] - ETA: 0s - loss: 0.2976 - accuracy: 0.9072
39/40 [============================>.] - ETA: 0s - loss: 0.2887 - accuracy: 0.9127
40/40 [==============================] - 0s 9ms/step - loss: 0.2872 - accuracy: 0.9133
40/40 [==============================] - 1s 13ms/step - loss: 0.2872 - accuracy: 0.9133 - val_loss: 0.3176 - val_accuracy: 0.8813
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1555 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2957 - accuracy: 0.9018
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31/40 [======================>.......] - ETA: 0s - loss: 0.2782 - accuracy: 0.9113
37/40 [==========================>...] - ETA: 0s - loss: 0.2699 - accuracy: 0.9155
40/40 [==============================] - 0s 9ms/step - loss: 0.2758 - accuracy: 0.9109
40/40 [==============================] - 1s 14ms/step - loss: 0.2758 - accuracy: 0.9109 - val_loss: 0.3068 - val_accuracy: 0.8844
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.3390 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2746 - accuracy: 0.9152
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19/40 [=============>................] - ETA: 0s - loss: 0.2563 - accuracy: 0.9194
25/40 [=================>............] - ETA: 0s - loss: 0.2590 - accuracy: 0.9175
31/40 [======================>.......] - ETA: 0s - loss: 0.2595 - accuracy: 0.9163
37/40 [==========================>...] - ETA: 0s - loss: 0.2581 - accuracy: 0.9198
40/40 [==============================] - 0s 9ms/step - loss: 0.2675 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2675 - accuracy: 0.9156 - val_loss: 0.3141 - val_accuracy: 0.8781
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1970 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2701 - accuracy: 0.8973
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33/40 [=======================>......] - ETA: 0s - loss: 0.2681 - accuracy: 0.9138
39/40 [============================>.] - ETA: 0s - loss: 0.2604 - accuracy: 0.9175
40/40 [==============================] - 0s 9ms/step - loss: 0.2592 - accuracy: 0.9187
40/40 [==============================] - 1s 13ms/step - loss: 0.2592 - accuracy: 0.9187 - val_loss: 0.3112 - val_accuracy: 0.8781
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2544 - accuracy: 0.8750
5/40 [==>...........................] - ETA: 0s - loss: 0.2813 - accuracy: 0.9125
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16/40 [===========>..................] - ETA: 0s - loss: 0.2274 - accuracy: 0.9316
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28/40 [====================>.........] - ETA: 0s - loss: 0.2427 - accuracy: 0.9230
35/40 [=========================>....] - ETA: 0s - loss: 0.2537 - accuracy: 0.9196
40/40 [==============================] - 0s 9ms/step - loss: 0.2582 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.2582 - accuracy: 0.9172 - val_loss: 0.3011 - val_accuracy: 0.8875
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.1751 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2522 - accuracy: 0.9063
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26/40 [==================>...........] - ETA: 0s - loss: 0.2395 - accuracy: 0.9231
33/40 [=======================>......] - ETA: 0s - loss: 0.2434 - accuracy: 0.9214
39/40 [============================>.] - ETA: 0s - loss: 0.2539 - accuracy: 0.9183
40/40 [==============================] - 0s 8ms/step - loss: 0.2547 - accuracy: 0.9180
40/40 [==============================] - 1s 13ms/step - loss: 0.2547 - accuracy: 0.9180 - val_loss: 0.2855 - val_accuracy: 0.8813
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.2263 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2671 - accuracy: 0.9018
14/40 [=========>....................] - ETA: 0s - loss: 0.2881 - accuracy: 0.8996
21/40 [==============>...............] - ETA: 0s - loss: 0.2777 - accuracy: 0.9062
28/40 [====================>.........] - ETA: 0s - loss: 0.2703 - accuracy: 0.9074
35/40 [=========================>....] - ETA: 0s - loss: 0.2531 - accuracy: 0.9161
40/40 [==============================] - 0s 8ms/step - loss: 0.2494 - accuracy: 0.9187
40/40 [==============================] - 1s 13ms/step - loss: 0.2494 - accuracy: 0.9187 - val_loss: 0.2758 - val_accuracy: 0.9000
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.3265 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2362 - accuracy: 0.9152
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19/40 [=============>................] - ETA: 0s - loss: 0.2414 - accuracy: 0.9194
26/40 [==================>...........] - ETA: 0s - loss: 0.2560 - accuracy: 0.9147
32/40 [=======================>......] - ETA: 0s - loss: 0.2480 - accuracy: 0.9189
38/40 [===========================>..] - ETA: 0s - loss: 0.2454 - accuracy: 0.9227
40/40 [==============================] - 0s 8ms/step - loss: 0.2445 - accuracy: 0.9234
40/40 [==============================] - 1s 13ms/step - loss: 0.2445 - accuracy: 0.9234 - val_loss: 0.2684 - val_accuracy: 0.9000
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.3022 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2464 - accuracy: 0.9018
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19/40 [=============>................] - ETA: 0s - loss: 0.2353 - accuracy: 0.9161
25/40 [=================>............] - ETA: 0s - loss: 0.2366 - accuracy: 0.9225
32/40 [=======================>......] - ETA: 0s - loss: 0.2315 - accuracy: 0.9258
39/40 [============================>.] - ETA: 0s - loss: 0.2351 - accuracy: 0.9231
40/40 [==============================] - 0s 9ms/step - loss: 0.2360 - accuracy: 0.9227
40/40 [==============================] - 1s 13ms/step - loss: 0.2360 - accuracy: 0.9227 - val_loss: 0.2660 - val_accuracy: 0.9000
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.3231 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2482 - accuracy: 0.9196
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26/40 [==================>...........] - ETA: 0s - loss: 0.2223 - accuracy: 0.9195
33/40 [=======================>......] - ETA: 0s - loss: 0.2265 - accuracy: 0.9176
39/40 [============================>.] - ETA: 0s - loss: 0.2304 - accuracy: 0.9199
40/40 [==============================] - 0s 8ms/step - loss: 0.2309 - accuracy: 0.9203
40/40 [==============================] - 1s 13ms/step - loss: 0.2309 - accuracy: 0.9203 - val_loss: 0.2710 - val_accuracy: 0.8938
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1733 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2493 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2440 - accuracy: 0.9143
37/40 [==========================>...] - ETA: 0s - loss: 0.2315 - accuracy: 0.9189
40/40 [==============================] - 0s 9ms/step - loss: 0.2313 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.2313 - accuracy: 0.9195 - val_loss: 0.2899 - val_accuracy: 0.8813
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1100 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2208 - accuracy: 0.9196
14/40 [=========>....................] - ETA: 0s - loss: 0.2275 - accuracy: 0.9219
20/40 [==============>...............] - ETA: 0s - loss: 0.2065 - accuracy: 0.9359
26/40 [==================>...........] - ETA: 0s - loss: 0.2133 - accuracy: 0.9303
28/40 [====================>.........] - ETA: 0s - loss: 0.2077 - accuracy: 0.9319
34/40 [========================>.....] - ETA: 0s - loss: 0.2241 - accuracy: 0.9256
40/40 [==============================] - 0s 10ms/step - loss: 0.2240 - accuracy: 0.9227
40/40 [==============================] - 1s 15ms/step - loss: 0.2240 - accuracy: 0.9227 - val_loss: 0.2594 - val_accuracy: 0.9000
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1488 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2154 - accuracy: 0.9375
14/40 [=========>....................] - ETA: 0s - loss: 0.2020 - accuracy: 0.9397
21/40 [==============>...............] - ETA: 0s - loss: 0.1871 - accuracy: 0.9420
28/40 [====================>.........] - ETA: 0s - loss: 0.1933 - accuracy: 0.9375
35/40 [=========================>....] - ETA: 0s - loss: 0.2031 - accuracy: 0.9357
40/40 [==============================] - 0s 8ms/step - loss: 0.2155 - accuracy: 0.9297
40/40 [==============================] - 1s 13ms/step - loss: 0.2155 - accuracy: 0.9297 - val_loss: 0.2487 - val_accuracy: 0.9031
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1261 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2509 - accuracy: 0.9152
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32/40 [=======================>......] - ETA: 0s - loss: 0.2051 - accuracy: 0.9336
38/40 [===========================>..] - ETA: 0s - loss: 0.2095 - accuracy: 0.9309
40/40 [==============================] - 0s 9ms/step - loss: 0.2139 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.2139 - accuracy: 0.9297 - val_loss: 0.2584 - val_accuracy: 0.8875
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.2503 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2373 - accuracy: 0.9196
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32/40 [=======================>......] - ETA: 0s - loss: 0.2173 - accuracy: 0.9297
38/40 [===========================>..] - ETA: 0s - loss: 0.2114 - accuracy: 0.9276
40/40 [==============================] - 0s 9ms/step - loss: 0.2149 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.2149 - accuracy: 0.9250 - val_loss: 0.2435 - val_accuracy: 0.9031
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.2692 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1905 - accuracy: 0.9509
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25/40 [=================>............] - ETA: 0s - loss: 0.2049 - accuracy: 0.9375
32/40 [=======================>......] - ETA: 0s - loss: 0.1989 - accuracy: 0.9375
38/40 [===========================>..] - ETA: 0s - loss: 0.2058 - accuracy: 0.9334
40/40 [==============================] - 0s 9ms/step - loss: 0.2039 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.2039 - accuracy: 0.9336 - val_loss: 0.2350 - val_accuracy: 0.9125
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1812 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1708 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.1956 - accuracy: 0.9325
37/40 [==========================>...] - ETA: 0s - loss: 0.1957 - accuracy: 0.9282
40/40 [==============================] - 0s 9ms/step - loss: 0.1992 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.1992 - accuracy: 0.9250 - val_loss: 0.2429 - val_accuracy: 0.9000
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.1491 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1812 - accuracy: 0.9464
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32/40 [=======================>......] - ETA: 0s - loss: 0.2051 - accuracy: 0.9248
39/40 [============================>.] - ETA: 0s - loss: 0.2022 - accuracy: 0.9287
40/40 [==============================] - 0s 9ms/step - loss: 0.1987 - accuracy: 0.9305
40/40 [==============================] - 1s 13ms/step - loss: 0.1987 - accuracy: 0.9305 - val_loss: 0.2421 - val_accuracy: 0.9062
Epoch 51/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1999 - accuracy: 0.9273
40/40 [==============================] - 1s 13ms/step - loss: 0.1999 - accuracy: 0.9273 - val_loss: 0.2550 - val_accuracy: 0.9125
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2058 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.2058 - accuracy: 0.9320 - val_loss: 0.2287 - val_accuracy: 0.9094
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1898 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.1898 - accuracy: 0.9250 - val_loss: 0.2240 - val_accuracy: 0.9156
Epoch 54/100
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33/40 [=======================>......] - ETA: 0s - loss: 0.1911 - accuracy: 0.9356
38/40 [===========================>..] - ETA: 0s - loss: 0.1847 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1862 - accuracy: 0.9375
40/40 [==============================] - 1s 20ms/step - loss: 0.1862 - accuracy: 0.9375 - val_loss: 0.2124 - val_accuracy: 0.9219
Epoch 55/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1822 - accuracy: 0.9359
40/40 [==============================] - 1s 15ms/step - loss: 0.1822 - accuracy: 0.9359 - val_loss: 0.2137 - val_accuracy: 0.9062
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1813 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.1813 - accuracy: 0.9352 - val_loss: 0.2279 - val_accuracy: 0.9125
Epoch 57/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1754 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1754 - accuracy: 0.9375 - val_loss: 0.2135 - val_accuracy: 0.9156
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1763 - accuracy: 0.9359
40/40 [==============================] - 1s 15ms/step - loss: 0.1763 - accuracy: 0.9359 - val_loss: 0.2031 - val_accuracy: 0.9187
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1828 - accuracy: 0.9286
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40/40 [==============================] - 0s 10ms/step - loss: 0.1726 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1726 - accuracy: 0.9375 - val_loss: 0.2100 - val_accuracy: 0.9094
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.0456 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1745 - accuracy: 0.9427
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40/40 [==============================] - 0s 10ms/step - loss: 0.1828 - accuracy: 0.9336
40/40 [==============================] - 1s 15ms/step - loss: 0.1828 - accuracy: 0.9336 - val_loss: 0.1999 - val_accuracy: 0.9156
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1403 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1553 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1743 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.1743 - accuracy: 0.9328 - val_loss: 0.1929 - val_accuracy: 0.9219
Epoch 62/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1573 - accuracy: 0.9286
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36/40 [==========================>...] - ETA: 0s - loss: 0.1653 - accuracy: 0.9384
40/40 [==============================] - 0s 9ms/step - loss: 0.1651 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.1651 - accuracy: 0.9391 - val_loss: 0.1901 - val_accuracy: 0.9219
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.1428 - accuracy: 0.9375
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40/40 [==============================] - 0s 10ms/step - loss: 0.1617 - accuracy: 0.9438
40/40 [==============================] - 1s 16ms/step - loss: 0.1617 - accuracy: 0.9438 - val_loss: 0.2101 - val_accuracy: 0.9062
Epoch 64/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1626 - accuracy: 0.9383
40/40 [==============================] - 1s 16ms/step - loss: 0.1626 - accuracy: 0.9383 - val_loss: 0.1953 - val_accuracy: 0.9187
Epoch 65/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1552 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1552 - accuracy: 0.9461 - val_loss: 0.1853 - val_accuracy: 0.9313
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1589 - accuracy: 0.9509
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40/40 [==============================] - 0s 10ms/step - loss: 0.1591 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1591 - accuracy: 0.9438 - val_loss: 0.1814 - val_accuracy: 0.9313
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1414 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1535 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1535 - accuracy: 0.9477 - val_loss: 0.1865 - val_accuracy: 0.9250
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1537 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1537 - accuracy: 0.9445 - val_loss: 0.1753 - val_accuracy: 0.9344
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1597 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1597 - accuracy: 0.9414 - val_loss: 0.1787 - val_accuracy: 0.9375
Epoch 70/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1417 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1471 - accuracy: 0.9492
40/40 [==============================] - 1s 15ms/step - loss: 0.1471 - accuracy: 0.9492 - val_loss: 0.1766 - val_accuracy: 0.9406
Epoch 71/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1486 - accuracy: 0.9469
40/40 [==============================] - 1s 15ms/step - loss: 0.1486 - accuracy: 0.9469 - val_loss: 0.1705 - val_accuracy: 0.9219
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1458 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1458 - accuracy: 0.9508 - val_loss: 0.1672 - val_accuracy: 0.9250
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1486 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1486 - accuracy: 0.9516 - val_loss: 0.1735 - val_accuracy: 0.9344
Epoch 74/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1424 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1424 - accuracy: 0.9516 - val_loss: 0.1805 - val_accuracy: 0.9344
Epoch 75/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1389 - accuracy: 0.9555
40/40 [==============================] - 1s 16ms/step - loss: 0.1389 - accuracy: 0.9555 - val_loss: 0.1724 - val_accuracy: 0.9406
Epoch 76/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1374 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1374 - accuracy: 0.9578 - val_loss: 0.1652 - val_accuracy: 0.9375
Epoch 77/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1418 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1418 - accuracy: 0.9594 - val_loss: 0.1790 - val_accuracy: 0.9375
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1385 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1385 - accuracy: 0.9539 - val_loss: 0.1543 - val_accuracy: 0.9406
Epoch 79/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1437 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1437 - accuracy: 0.9531 - val_loss: 0.1697 - val_accuracy: 0.9344
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1345 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1345 - accuracy: 0.9516 - val_loss: 0.1793 - val_accuracy: 0.9219
Epoch 81/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1361 - accuracy: 0.9539
40/40 [==============================] - 1s 16ms/step - loss: 0.1361 - accuracy: 0.9539 - val_loss: 0.1587 - val_accuracy: 0.9313
Epoch 82/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9271
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40/40 [==============================] - 0s 10ms/step - loss: 0.1407 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1407 - accuracy: 0.9500 - val_loss: 0.1642 - val_accuracy: 0.9438
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1337 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1337 - accuracy: 0.9516 - val_loss: 0.1497 - val_accuracy: 0.9375
Epoch 84/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0902 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.1301 - accuracy: 0.9492
40/40 [==============================] - 1s 15ms/step - loss: 0.1301 - accuracy: 0.9492 - val_loss: 0.1770 - val_accuracy: 0.9281
Epoch 85/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1424 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.1296 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1296 - accuracy: 0.9570 - val_loss: 0.1469 - val_accuracy: 0.9438
Epoch 86/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1332 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1332 - accuracy: 0.9539 - val_loss: 0.1616 - val_accuracy: 0.9344
Epoch 87/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1472 - accuracy: 0.9375
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40/40 [==============================] - 0s 10ms/step - loss: 0.1360 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1360 - accuracy: 0.9516 - val_loss: 0.1520 - val_accuracy: 0.9375
Epoch 88/100
1/40 [..............................] - ETA: 0s - loss: 0.0441 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1327 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1263 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1263 - accuracy: 0.9609 - val_loss: 0.1427 - val_accuracy: 0.9406
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1234 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1234 - accuracy: 0.9617 - val_loss: 0.1400 - val_accuracy: 0.9469
Epoch 90/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1241 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1241 - accuracy: 0.9563 - val_loss: 0.1635 - val_accuracy: 0.9406
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0998 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1265 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1265 - accuracy: 0.9609 - val_loss: 0.1413 - val_accuracy: 0.9531
Epoch 92/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1265 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1265 - accuracy: 0.9594 - val_loss: 0.1366 - val_accuracy: 0.9500
Epoch 93/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1746 - accuracy: 0.9427
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40/40 [==============================] - 0s 10ms/step - loss: 0.1197 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1197 - accuracy: 0.9625 - val_loss: 0.1327 - val_accuracy: 0.9531
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0407 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1129 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.1190 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1190 - accuracy: 0.9602 - val_loss: 0.1773 - val_accuracy: 0.9375
Epoch 95/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1650 - accuracy: 0.9583
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38/40 [===========================>..] - ETA: 0s - loss: 0.1274 - accuracy: 0.9556
40/40 [==============================] - 0s 10ms/step - loss: 0.1252 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1252 - accuracy: 0.9563 - val_loss: 0.1540 - val_accuracy: 0.9438
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1210 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1210 - accuracy: 0.9602 - val_loss: 0.1335 - val_accuracy: 0.9500
Epoch 97/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1165 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1165 - accuracy: 0.9633 - val_loss: 0.1275 - val_accuracy: 0.9500
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1226 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1226 - accuracy: 0.9555 - val_loss: 0.1473 - val_accuracy: 0.9531
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0660 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.1156 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1156 - accuracy: 0.9648 - val_loss: 0.1301 - val_accuracy: 0.9594
Epoch 100/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1259 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.1170 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1170 - accuracy: 0.9602 - val_loss: 0.1244 - val_accuracy: 0.95632022-11-21 20:08:18.892141: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.975
Epoch 1/1002022-11-21 20:08:19.160410: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 11.0534 - accuracy: 0.2188
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40/40 [==============================] - 1s 11ms/step - loss: 7.1823 - accuracy: 0.41252022-11-21 20:08:19.759769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 29ms/step - loss: 7.1823 - accuracy: 0.4125 - val_loss: 2.0149 - val_accuracy: 0.5469
Epoch 2/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.0164 - accuracy: 0.6227
40/40 [==============================] - 1s 14ms/step - loss: 1.0164 - accuracy: 0.6227 - val_loss: 0.6177 - val_accuracy: 0.7563
Epoch 3/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5637 - accuracy: 0.7883
40/40 [==============================] - 1s 14ms/step - loss: 0.5637 - accuracy: 0.7883 - val_loss: 0.4816 - val_accuracy: 0.8156
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.4815 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.4417 - accuracy: 0.8333
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39/40 [============================>.] - ETA: 0s - loss: 0.4749 - accuracy: 0.8365
40/40 [==============================] - 0s 10ms/step - loss: 0.4751 - accuracy: 0.8367
40/40 [==============================] - 1s 16ms/step - loss: 0.4751 - accuracy: 0.8367 - val_loss: 0.4324 - val_accuracy: 0.8375
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.3265 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3755 - accuracy: 0.8795
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23/40 [================>.............] - ETA: 0s - loss: 0.4144 - accuracy: 0.8614
29/40 [====================>.........] - ETA: 0s - loss: 0.4108 - accuracy: 0.8578
35/40 [=========================>....] - ETA: 0s - loss: 0.4195 - accuracy: 0.8589
40/40 [==============================] - 0s 9ms/step - loss: 0.4253 - accuracy: 0.8539
40/40 [==============================] - 1s 14ms/step - loss: 0.4253 - accuracy: 0.8539 - val_loss: 0.3536 - val_accuracy: 0.8688
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.3120 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.4171 - accuracy: 0.8490
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36/40 [==========================>...] - ETA: 0s - loss: 0.3951 - accuracy: 0.8611
40/40 [==============================] - 0s 9ms/step - loss: 0.3902 - accuracy: 0.8633
40/40 [==============================] - 1s 15ms/step - loss: 0.3902 - accuracy: 0.8633 - val_loss: 0.3619 - val_accuracy: 0.8656
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.2597 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3469 - accuracy: 0.8929
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40/40 [==============================] - 0s 9ms/step - loss: 0.3508 - accuracy: 0.8859
40/40 [==============================] - 1s 14ms/step - loss: 0.3508 - accuracy: 0.8859 - val_loss: 0.2953 - val_accuracy: 0.8969
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.2655 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2677 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.3209 - accuracy: 0.8984
18/40 [============>.................] - ETA: 0s - loss: 0.3207 - accuracy: 0.8993
24/40 [=================>............] - ETA: 0s - loss: 0.3241 - accuracy: 0.8984
30/40 [=====================>........] - ETA: 0s - loss: 0.3206 - accuracy: 0.8927
36/40 [==========================>...] - ETA: 0s - loss: 0.3338 - accuracy: 0.8828
40/40 [==============================] - 0s 9ms/step - loss: 0.3328 - accuracy: 0.8805
40/40 [==============================] - 1s 14ms/step - loss: 0.3328 - accuracy: 0.8805 - val_loss: 0.2803 - val_accuracy: 0.9000
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.2375 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2982 - accuracy: 0.8929
12/40 [========>.....................] - ETA: 0s - loss: 0.2984 - accuracy: 0.8958
17/40 [===========>..................] - ETA: 0s - loss: 0.3079 - accuracy: 0.8934
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27/40 [===================>..........] - ETA: 0s - loss: 0.3006 - accuracy: 0.8958
32/40 [=======================>......] - ETA: 0s - loss: 0.3120 - accuracy: 0.8906
38/40 [===========================>..] - ETA: 0s - loss: 0.3074 - accuracy: 0.8939
40/40 [==============================] - 0s 10ms/step - loss: 0.3069 - accuracy: 0.8938
40/40 [==============================] - 1s 15ms/step - loss: 0.3069 - accuracy: 0.8938 - val_loss: 0.2725 - val_accuracy: 0.9062
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.2179 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3057 - accuracy: 0.9018
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30/40 [=====================>........] - ETA: 0s - loss: 0.3077 - accuracy: 0.8927
36/40 [==========================>...] - ETA: 0s - loss: 0.3064 - accuracy: 0.8880
40/40 [==============================] - 0s 10ms/step - loss: 0.3033 - accuracy: 0.8883
40/40 [==============================] - 1s 15ms/step - loss: 0.3033 - accuracy: 0.8883 - val_loss: 0.2481 - val_accuracy: 0.9125
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.2293 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2854 - accuracy: 0.9167
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18/40 [============>.................] - ETA: 0s - loss: 0.2721 - accuracy: 0.9132
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30/40 [=====================>........] - ETA: 0s - loss: 0.2762 - accuracy: 0.9042
36/40 [==========================>...] - ETA: 0s - loss: 0.2750 - accuracy: 0.9002
40/40 [==============================] - 0s 9ms/step - loss: 0.2732 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.2732 - accuracy: 0.9031 - val_loss: 0.2184 - val_accuracy: 0.9219
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.4608 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.2942 - accuracy: 0.9010
12/40 [========>.....................] - ETA: 0s - loss: 0.3033 - accuracy: 0.9036
17/40 [===========>..................] - ETA: 0s - loss: 0.2963 - accuracy: 0.8989
22/40 [===============>..............] - ETA: 0s - loss: 0.2754 - accuracy: 0.9077
28/40 [====================>.........] - ETA: 0s - loss: 0.2588 - accuracy: 0.9163
34/40 [========================>.....] - ETA: 0s - loss: 0.2608 - accuracy: 0.9145
40/40 [==============================] - 0s 10ms/step - loss: 0.2605 - accuracy: 0.9141
40/40 [==============================] - 1s 15ms/step - loss: 0.2605 - accuracy: 0.9141 - val_loss: 0.2108 - val_accuracy: 0.9313
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.2455 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2197 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.2398 - accuracy: 0.9087
19/40 [=============>................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9178
25/40 [=================>............] - ETA: 0s - loss: 0.2582 - accuracy: 0.9050
32/40 [=======================>......] - ETA: 0s - loss: 0.2555 - accuracy: 0.9062
38/40 [===========================>..] - ETA: 0s - loss: 0.2642 - accuracy: 0.9062
40/40 [==============================] - 0s 9ms/step - loss: 0.2585 - accuracy: 0.9078
40/40 [==============================] - 1s 14ms/step - loss: 0.2585 - accuracy: 0.9078 - val_loss: 0.2260 - val_accuracy: 0.9156
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.1492 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2095 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.2223 - accuracy: 0.9219
18/40 [============>.................] - ETA: 0s - loss: 0.2238 - accuracy: 0.9201
24/40 [=================>............] - ETA: 0s - loss: 0.2290 - accuracy: 0.9193
30/40 [=====================>........] - ETA: 0s - loss: 0.2298 - accuracy: 0.9188
36/40 [==========================>...] - ETA: 0s - loss: 0.2336 - accuracy: 0.9175
40/40 [==============================] - 0s 9ms/step - loss: 0.2354 - accuracy: 0.9172
40/40 [==============================] - 1s 15ms/step - loss: 0.2354 - accuracy: 0.9172 - val_loss: 0.1857 - val_accuracy: 0.9344
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.2234 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2975 - accuracy: 0.8958
12/40 [========>.....................] - ETA: 0s - loss: 0.2584 - accuracy: 0.9141
18/40 [============>.................] - ETA: 0s - loss: 0.2504 - accuracy: 0.9132
24/40 [=================>............] - ETA: 0s - loss: 0.2426 - accuracy: 0.9193
30/40 [=====================>........] - ETA: 0s - loss: 0.2414 - accuracy: 0.9188
36/40 [==========================>...] - ETA: 0s - loss: 0.2329 - accuracy: 0.9210
40/40 [==============================] - 0s 10ms/step - loss: 0.2362 - accuracy: 0.9187
40/40 [==============================] - 1s 15ms/step - loss: 0.2362 - accuracy: 0.9187 - val_loss: 0.2158 - val_accuracy: 0.9125
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.2578 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2689 - accuracy: 0.8929
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19/40 [=============>................] - ETA: 0s - loss: 0.2631 - accuracy: 0.9112
25/40 [=================>............] - ETA: 0s - loss: 0.2436 - accuracy: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.2369 - accuracy: 0.9224
37/40 [==========================>...] - ETA: 0s - loss: 0.2296 - accuracy: 0.9257
40/40 [==============================] - 0s 10ms/step - loss: 0.2229 - accuracy: 0.9273
40/40 [==============================] - 1s 15ms/step - loss: 0.2229 - accuracy: 0.9273 - val_loss: 0.1723 - val_accuracy: 0.9375
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.3436 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2077 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.2175 - accuracy: 0.9231
19/40 [=============>................] - ETA: 0s - loss: 0.1940 - accuracy: 0.9326
25/40 [=================>............] - ETA: 0s - loss: 0.2060 - accuracy: 0.9300
31/40 [======================>.......] - ETA: 0s - loss: 0.2019 - accuracy: 0.9315
37/40 [==========================>...] - ETA: 0s - loss: 0.2091 - accuracy: 0.9324
40/40 [==============================] - 0s 9ms/step - loss: 0.2099 - accuracy: 0.9281
40/40 [==============================] - 1s 15ms/step - loss: 0.2099 - accuracy: 0.9281 - val_loss: 0.1684 - val_accuracy: 0.9375
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.1284 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2238 - accuracy: 0.9062
12/40 [========>.....................] - ETA: 0s - loss: 0.2234 - accuracy: 0.9193
18/40 [============>.................] - ETA: 0s - loss: 0.2086 - accuracy: 0.9306
24/40 [=================>............] - ETA: 0s - loss: 0.1992 - accuracy: 0.9349
30/40 [=====================>........] - ETA: 0s - loss: 0.2034 - accuracy: 0.9365
36/40 [==========================>...] - ETA: 0s - loss: 0.2035 - accuracy: 0.9349
40/40 [==============================] - 0s 9ms/step - loss: 0.1990 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1990 - accuracy: 0.9375 - val_loss: 0.2071 - val_accuracy: 0.9156
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.0893 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1877 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1979 - accuracy: 0.9351
19/40 [=============>................] - ETA: 0s - loss: 0.1994 - accuracy: 0.9391
25/40 [=================>............] - ETA: 0s - loss: 0.2068 - accuracy: 0.9337
31/40 [======================>.......] - ETA: 0s - loss: 0.2023 - accuracy: 0.9335
37/40 [==========================>...] - ETA: 0s - loss: 0.2013 - accuracy: 0.9350
40/40 [==============================] - 0s 9ms/step - loss: 0.1954 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1954 - accuracy: 0.9367 - val_loss: 0.1570 - val_accuracy: 0.9344
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.1800 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1833 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.1959 - accuracy: 0.9349
18/40 [============>.................] - ETA: 0s - loss: 0.2175 - accuracy: 0.9236
24/40 [=================>............] - ETA: 0s - loss: 0.2107 - accuracy: 0.9271
30/40 [=====================>........] - ETA: 0s - loss: 0.2001 - accuracy: 0.9292
36/40 [==========================>...] - ETA: 0s - loss: 0.1958 - accuracy: 0.9340
40/40 [==============================] - 0s 9ms/step - loss: 0.1923 - accuracy: 0.9352
40/40 [==============================] - 1s 15ms/step - loss: 0.1923 - accuracy: 0.9352 - val_loss: 0.1732 - val_accuracy: 0.9438
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.1914 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1465 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1978 - accuracy: 0.9399
19/40 [=============>................] - ETA: 0s - loss: 0.1969 - accuracy: 0.9375
25/40 [=================>............] - ETA: 0s - loss: 0.2046 - accuracy: 0.9337
31/40 [======================>.......] - ETA: 0s - loss: 0.1991 - accuracy: 0.9335
37/40 [==========================>...] - ETA: 0s - loss: 0.1940 - accuracy: 0.9324
40/40 [==============================] - 0s 9ms/step - loss: 0.1899 - accuracy: 0.9344
40/40 [==============================] - 1s 15ms/step - loss: 0.1899 - accuracy: 0.9344 - val_loss: 0.1418 - val_accuracy: 0.9438
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3008 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9219
12/40 [========>.....................] - ETA: 0s - loss: 0.2028 - accuracy: 0.9401
18/40 [============>.................] - ETA: 0s - loss: 0.1934 - accuracy: 0.9427
24/40 [=================>............] - ETA: 0s - loss: 0.1868 - accuracy: 0.9440
30/40 [=====================>........] - ETA: 0s - loss: 0.1849 - accuracy: 0.9427
36/40 [==========================>...] - ETA: 0s - loss: 0.1902 - accuracy: 0.9384
40/40 [==============================] - 0s 9ms/step - loss: 0.1892 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1892 - accuracy: 0.9375 - val_loss: 0.1865 - val_accuracy: 0.9313
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.1974 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2275 - accuracy: 0.8929
13/40 [========>.....................] - ETA: 0s - loss: 0.2409 - accuracy: 0.8990
19/40 [=============>................] - ETA: 0s - loss: 0.2095 - accuracy: 0.9194
25/40 [=================>............] - ETA: 0s - loss: 0.2009 - accuracy: 0.9275
31/40 [======================>.......] - ETA: 0s - loss: 0.2011 - accuracy: 0.9244
37/40 [==========================>...] - ETA: 0s - loss: 0.1936 - accuracy: 0.9299
40/40 [==============================] - 0s 9ms/step - loss: 0.1927 - accuracy: 0.9297
40/40 [==============================] - 1s 15ms/step - loss: 0.1927 - accuracy: 0.9297 - val_loss: 0.1436 - val_accuracy: 0.9406
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1568 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1757 - accuracy: 0.9423
19/40 [=============>................] - ETA: 0s - loss: 0.1611 - accuracy: 0.9507
25/40 [=================>............] - ETA: 0s - loss: 0.1581 - accuracy: 0.9487
31/40 [======================>.......] - ETA: 0s - loss: 0.1653 - accuracy: 0.9456
37/40 [==========================>...] - ETA: 0s - loss: 0.1665 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1717 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1717 - accuracy: 0.9445 - val_loss: 0.1398 - val_accuracy: 0.9438
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.2488 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1737 - accuracy: 0.9464
12/40 [========>.....................] - ETA: 0s - loss: 0.1743 - accuracy: 0.9453
18/40 [============>.................] - ETA: 0s - loss: 0.1817 - accuracy: 0.9410
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30/40 [=====================>........] - ETA: 0s - loss: 0.1800 - accuracy: 0.9427
36/40 [==========================>...] - ETA: 0s - loss: 0.1782 - accuracy: 0.9427
40/40 [==============================] - 0s 10ms/step - loss: 0.1700 - accuracy: 0.9453
40/40 [==============================] - 1s 15ms/step - loss: 0.1700 - accuracy: 0.9453 - val_loss: 0.1435 - val_accuracy: 0.9500
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.3811 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2540 - accuracy: 0.9219
11/40 [=======>......................] - ETA: 0s - loss: 0.1994 - accuracy: 0.9403
16/40 [===========>..................] - ETA: 0s - loss: 0.1822 - accuracy: 0.9434
22/40 [===============>..............] - ETA: 0s - loss: 0.1704 - accuracy: 0.9474
27/40 [===================>..........] - ETA: 0s - loss: 0.1647 - accuracy: 0.9502
32/40 [=======================>......] - ETA: 0s - loss: 0.1675 - accuracy: 0.9463
37/40 [==========================>...] - ETA: 0s - loss: 0.1643 - accuracy: 0.9502
40/40 [==============================] - 0s 10ms/step - loss: 0.1605 - accuracy: 0.9500
40/40 [==============================] - 1s 16ms/step - loss: 0.1605 - accuracy: 0.9500 - val_loss: 0.1268 - val_accuracy: 0.9563
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2059 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9635
11/40 [=======>......................] - ETA: 0s - loss: 0.1566 - accuracy: 0.9545
16/40 [===========>..................] - ETA: 0s - loss: 0.1612 - accuracy: 0.9473
21/40 [==============>...............] - ETA: 0s - loss: 0.1628 - accuracy: 0.9509
27/40 [===================>..........] - ETA: 0s - loss: 0.1581 - accuracy: 0.9514
33/40 [=======================>......] - ETA: 0s - loss: 0.1520 - accuracy: 0.9545
39/40 [============================>.] - ETA: 0s - loss: 0.1537 - accuracy: 0.9519
40/40 [==============================] - 0s 10ms/step - loss: 0.1559 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1559 - accuracy: 0.9523 - val_loss: 0.1159 - val_accuracy: 0.9656
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.1781 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1298 - accuracy: 0.9740
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18/40 [============>.................] - ETA: 0s - loss: 0.1260 - accuracy: 0.9653
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36/40 [==========================>...] - ETA: 0s - loss: 0.1605 - accuracy: 0.9444
40/40 [==============================] - 0s 9ms/step - loss: 0.1639 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1639 - accuracy: 0.9445 - val_loss: 0.1631 - val_accuracy: 0.9313
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.3964 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1492 - accuracy: 0.9643
13/40 [========>.....................] - ETA: 0s - loss: 0.1828 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1820 - accuracy: 0.9441
25/40 [=================>............] - ETA: 0s - loss: 0.1836 - accuracy: 0.9375
30/40 [=====================>........] - ETA: 0s - loss: 0.1783 - accuracy: 0.9396
36/40 [==========================>...] - ETA: 0s - loss: 0.1647 - accuracy: 0.9470
40/40 [==============================] - 0s 9ms/step - loss: 0.1634 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1634 - accuracy: 0.9484 - val_loss: 0.1063 - val_accuracy: 0.9781
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2462 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1232 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.1508 - accuracy: 0.9523
40/40 [==============================] - 1s 16ms/step - loss: 0.1508 - accuracy: 0.9523 - val_loss: 0.1044 - val_accuracy: 0.9750
Epoch 31/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1490 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1490 - accuracy: 0.9570 - val_loss: 0.1154 - val_accuracy: 0.9625
Epoch 32/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1223 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.1400 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1400 - accuracy: 0.9539 - val_loss: 0.1032 - val_accuracy: 0.9656
Epoch 33/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1484 - accuracy: 0.9507
40/40 [==============================] - 0s 10ms/step - loss: 0.1469 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1469 - accuracy: 0.9508 - val_loss: 0.1151 - val_accuracy: 0.9469
Epoch 34/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1404 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1404 - accuracy: 0.9563 - val_loss: 0.1012 - val_accuracy: 0.9625
Epoch 35/100
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34/40 [========================>.....] - ETA: 0s - loss: 0.1463 - accuracy: 0.9485
40/40 [==============================] - 0s 10ms/step - loss: 0.1486 - accuracy: 0.9492
40/40 [==============================] - 1s 15ms/step - loss: 0.1486 - accuracy: 0.9492 - val_loss: 0.0996 - val_accuracy: 0.9656
Epoch 36/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1293 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1293 - accuracy: 0.9555 - val_loss: 0.0991 - val_accuracy: 0.9688
Epoch 37/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1446 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1446 - accuracy: 0.9500 - val_loss: 0.0978 - val_accuracy: 0.9719
Epoch 38/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1188 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1375 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1375 - accuracy: 0.9523 - val_loss: 0.1258 - val_accuracy: 0.9531
Epoch 39/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1597 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1238 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1238 - accuracy: 0.9625 - val_loss: 0.0991 - val_accuracy: 0.9688
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1252 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1275 - accuracy: 0.9597
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40/40 [==============================] - 0s 9ms/step - loss: 0.1259 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1259 - accuracy: 0.9570 - val_loss: 0.1437 - val_accuracy: 0.9406
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9554
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34/40 [========================>.....] - ETA: 0s - loss: 0.1448 - accuracy: 0.9513
40/40 [==============================] - 0s 10ms/step - loss: 0.1370 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1370 - accuracy: 0.9531 - val_loss: 0.0919 - val_accuracy: 0.9688
Epoch 42/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1225 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1225 - accuracy: 0.9617 - val_loss: 0.0963 - val_accuracy: 0.9625
Epoch 43/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1098 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.1278 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1278 - accuracy: 0.9563 - val_loss: 0.0959 - val_accuracy: 0.9656
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1201 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1201 - accuracy: 0.9633 - val_loss: 0.0817 - val_accuracy: 0.9812
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.0628 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1402 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1161 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1161 - accuracy: 0.9609 - val_loss: 0.0871 - val_accuracy: 0.9719
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.0804 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1309 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1219 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1219 - accuracy: 0.9563 - val_loss: 0.0968 - val_accuracy: 0.9656
Epoch 47/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0998 - accuracy: 0.9635
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35/40 [=========================>....] - ETA: 0s - loss: 0.1061 - accuracy: 0.9652
40/40 [==============================] - 0s 10ms/step - loss: 0.1102 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1102 - accuracy: 0.9625 - val_loss: 0.0835 - val_accuracy: 0.9719
Epoch 48/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1060 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1098 - accuracy: 0.9569
40/40 [==============================] - 0s 10ms/step - loss: 0.1091 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1091 - accuracy: 0.9578 - val_loss: 0.0932 - val_accuracy: 0.9750
Epoch 49/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1392 - accuracy: 0.9479
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29/40 [====================>.........] - ETA: 0s - loss: 0.1079 - accuracy: 0.9591
35/40 [=========================>....] - ETA: 0s - loss: 0.1018 - accuracy: 0.9643
40/40 [==============================] - 0s 10ms/step - loss: 0.1109 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1109 - accuracy: 0.9617 - val_loss: 0.0858 - val_accuracy: 0.9781
Epoch 50/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1136 - accuracy: 0.9643
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36/40 [==========================>...] - ETA: 0s - loss: 0.1117 - accuracy: 0.9653
40/40 [==============================] - 0s 10ms/step - loss: 0.1109 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1109 - accuracy: 0.9656 - val_loss: 0.0825 - val_accuracy: 0.9750
Epoch 51/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1313 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1052 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1052 - accuracy: 0.9664 - val_loss: 0.0811 - val_accuracy: 0.9781
Epoch 52/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1095 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1095 - accuracy: 0.9617 - val_loss: 0.1173 - val_accuracy: 0.9563
Epoch 53/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1152 - accuracy: 0.9732
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30/40 [=====================>........] - ETA: 0s - loss: 0.1193 - accuracy: 0.9594
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40/40 [==============================] - 0s 10ms/step - loss: 0.1170 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1170 - accuracy: 0.9578 - val_loss: 0.0794 - val_accuracy: 0.9812
Epoch 54/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1511 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.1193 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1193 - accuracy: 0.9578 - val_loss: 0.1205 - val_accuracy: 0.9469
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1192 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1192 - accuracy: 0.9539 - val_loss: 0.0920 - val_accuracy: 0.9688
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0930 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1110 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1110 - accuracy: 0.9641 - val_loss: 0.0930 - val_accuracy: 0.9688
Epoch 57/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1074 - accuracy: 0.9633
40/40 [==============================] - 1s 21ms/step - loss: 0.1074 - accuracy: 0.9633 - val_loss: 0.1077 - val_accuracy: 0.9469
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1144 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1144 - accuracy: 0.9602 - val_loss: 0.0714 - val_accuracy: 0.9844
Epoch 59/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1153 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1153 - accuracy: 0.9578 - val_loss: 0.0815 - val_accuracy: 0.9719
Epoch 60/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1120 - accuracy: 0.9609
40/40 [==============================] - 1s 16ms/step - loss: 0.1120 - accuracy: 0.9609 - val_loss: 0.0717 - val_accuracy: 0.9719
Epoch 61/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.0982 - accuracy: 0.9688
40/40 [==============================] - 1s 16ms/step - loss: 0.0982 - accuracy: 0.9688 - val_loss: 0.0765 - val_accuracy: 0.9719
Epoch 62/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0663 - accuracy: 0.9844
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40/40 [==============================] - 0s 10ms/step - loss: 0.0953 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0953 - accuracy: 0.9688 - val_loss: 0.0701 - val_accuracy: 0.9750
Epoch 63/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1082 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.1082 - accuracy: 0.9688 - val_loss: 0.0867 - val_accuracy: 0.9781
Epoch 64/100
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40/40 [==============================] - 0s 12ms/step - loss: 0.1077 - accuracy: 0.9625
40/40 [==============================] - 1s 18ms/step - loss: 0.1077 - accuracy: 0.9625 - val_loss: 0.0846 - val_accuracy: 0.9750
Epoch 65/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1057 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1057 - accuracy: 0.9648 - val_loss: 0.0737 - val_accuracy: 0.9719
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0954 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0954 - accuracy: 0.9688 - val_loss: 0.0875 - val_accuracy: 0.9719
Epoch 67/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0969 - accuracy: 0.9688
40/40 [==============================] - 1s 16ms/step - loss: 0.0969 - accuracy: 0.9688 - val_loss: 0.0967 - val_accuracy: 0.9656
Epoch 68/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1052 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1052 - accuracy: 0.9625 - val_loss: 0.0649 - val_accuracy: 0.9750
Epoch 69/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1016 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1016 - accuracy: 0.9625 - val_loss: 0.0805 - val_accuracy: 0.9781
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1035 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1035 - accuracy: 0.9555 - val_loss: 0.1065 - val_accuracy: 0.9594
Epoch 71/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.0956 - accuracy: 0.9635
40/40 [==============================] - 0s 10ms/step - loss: 0.0936 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0936 - accuracy: 0.9656 - val_loss: 0.0799 - val_accuracy: 0.9688
Epoch 72/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0947 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0947 - accuracy: 0.9633 - val_loss: 0.0696 - val_accuracy: 0.9688
Epoch 73/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1009 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1009 - accuracy: 0.9656 - val_loss: 0.0665 - val_accuracy: 0.9750
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0721 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0886 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0886 - accuracy: 0.9727 - val_loss: 0.0964 - val_accuracy: 0.9656
Epoch 75/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1078 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1078 - accuracy: 0.9617 - val_loss: 0.1015 - val_accuracy: 0.9531
Epoch 76/100
1/40 [..............................] - ETA: 0s - loss: 0.0879 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.0951 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0951 - accuracy: 0.9664 - val_loss: 0.0805 - val_accuracy: 0.9719
Epoch 77/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0848 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0913 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0913 - accuracy: 0.9719 - val_loss: 0.0729 - val_accuracy: 0.9688
Epoch 78/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0914 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0914 - accuracy: 0.9680 - val_loss: 0.0741 - val_accuracy: 0.9656
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1029 - accuracy: 0.9643
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35/40 [=========================>....] - ETA: 0s - loss: 0.0886 - accuracy: 0.9732
40/40 [==============================] - 0s 10ms/step - loss: 0.0861 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0861 - accuracy: 0.9734 - val_loss: 0.0663 - val_accuracy: 0.9719
Epoch 80/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0863 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0863 - accuracy: 0.9695 - val_loss: 0.0787 - val_accuracy: 0.9688
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0874 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0874 - accuracy: 0.9711 - val_loss: 0.0703 - val_accuracy: 0.9750
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0937 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0937 - accuracy: 0.9680 - val_loss: 0.0932 - val_accuracy: 0.9594
Epoch 83/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0927 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0927 - accuracy: 0.9664 - val_loss: 0.0640 - val_accuracy: 0.9719
Epoch 84/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0865 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0865 - accuracy: 0.9672 - val_loss: 0.0933 - val_accuracy: 0.9594
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0962 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0962 - accuracy: 0.9688 - val_loss: 0.0657 - val_accuracy: 0.9750
Epoch 86/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0921 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0921 - accuracy: 0.9664 - val_loss: 0.0907 - val_accuracy: 0.9594
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0848 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0848 - accuracy: 0.9703 - val_loss: 0.0838 - val_accuracy: 0.9625
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0901 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0901 - accuracy: 0.9633 - val_loss: 0.0701 - val_accuracy: 0.9719
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0786 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0786 - accuracy: 0.9742 - val_loss: 0.0794 - val_accuracy: 0.9688
Epoch 90/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0897 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0897 - accuracy: 0.9734 - val_loss: 0.0603 - val_accuracy: 0.9750
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0870 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0870 - accuracy: 0.9719 - val_loss: 0.1036 - val_accuracy: 0.9531
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0954 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0954 - accuracy: 0.9711 - val_loss: 0.0687 - val_accuracy: 0.9812
Epoch 93/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0807 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0807 - accuracy: 0.9742 - val_loss: 0.0680 - val_accuracy: 0.9688
Epoch 94/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0786 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0786 - accuracy: 0.9742 - val_loss: 0.0599 - val_accuracy: 0.9719
Epoch 95/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1132 - accuracy: 0.9688
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40/40 [==============================] - 0s 11ms/step - loss: 0.0797 - accuracy: 0.9773
40/40 [==============================] - 1s 16ms/step - loss: 0.0797 - accuracy: 0.9773 - val_loss: 0.0655 - val_accuracy: 0.9750
Epoch 96/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0862 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0862 - accuracy: 0.9727 - val_loss: 0.0856 - val_accuracy: 0.9625
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.0385 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0610 - accuracy: 0.9777
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40/40 [==============================] - 0s 10ms/step - loss: 0.0839 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0839 - accuracy: 0.9727 - val_loss: 0.0608 - val_accuracy: 0.9719
Epoch 98/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0761 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.0927 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0927 - accuracy: 0.9688 - val_loss: 0.1354 - val_accuracy: 0.9438
Epoch 99/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1254 - accuracy: 0.9427
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40/40 [==============================] - 0s 10ms/step - loss: 0.0942 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0942 - accuracy: 0.9656 - val_loss: 0.0848 - val_accuracy: 0.9625
Epoch 100/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0833 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0833 - accuracy: 0.9688 - val_loss: 0.0729 - val_accuracy: 0.96882022-11-21 20:09:19.110525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
[1] 0.972
Epoch 1/1002022-11-21 20:09:19.382126: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 53.0360 - accuracy: 0.0000e+00
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40/40 [==============================] - 1s 10ms/step - loss: 27.9786 - accuracy: 0.06252022-11-21 20:09:19.948599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 27.9786 - accuracy: 0.0625 - val_loss: 10.5301 - val_accuracy: 0.1813
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 11.2834 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 9.0701 - accuracy: 0.1071
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29/40 [====================>.........] - ETA: 0s - loss: 5.2658 - accuracy: 0.2112
34/40 [========================>.....] - ETA: 0s - loss: 4.7865 - accuracy: 0.2417
40/40 [==============================] - 0s 9ms/step - loss: 4.2845 - accuracy: 0.2727
40/40 [==============================] - 1s 15ms/step - loss: 4.2845 - accuracy: 0.2727 - val_loss: 1.3286 - val_accuracy: 0.4375
Epoch 3/100
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6/40 [===>..........................] - ETA: 0s - loss: 1.3280 - accuracy: 0.3646
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40/40 [==============================] - 0s 9ms/step - loss: 1.2547 - accuracy: 0.4195
40/40 [==============================] - 1s 15ms/step - loss: 1.2547 - accuracy: 0.4195 - val_loss: 1.1800 - val_accuracy: 0.4563
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.0953 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.1630 - accuracy: 0.4018
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40/40 [==============================] - 0s 9ms/step - loss: 1.1397 - accuracy: 0.4477
40/40 [==============================] - 1s 14ms/step - loss: 1.1397 - accuracy: 0.4477 - val_loss: 1.0915 - val_accuracy: 0.4625
Epoch 5/100
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36/40 [==========================>...] - ETA: 0s - loss: 1.0414 - accuracy: 0.4800
40/40 [==============================] - 0s 9ms/step - loss: 1.0440 - accuracy: 0.4789
40/40 [==============================] - 1s 14ms/step - loss: 1.0440 - accuracy: 0.4789 - val_loss: 1.0280 - val_accuracy: 0.5156
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.8191 - accuracy: 0.5938
6/40 [===>..........................] - ETA: 0s - loss: 0.9655 - accuracy: 0.5156
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40/40 [==============================] - 0s 9ms/step - loss: 0.9650 - accuracy: 0.4977
40/40 [==============================] - 1s 14ms/step - loss: 0.9650 - accuracy: 0.4977 - val_loss: 0.9683 - val_accuracy: 0.5156
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.6370 - accuracy: 0.7188
6/40 [===>..........................] - ETA: 0s - loss: 0.9037 - accuracy: 0.5677
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40/40 [==============================] - 0s 9ms/step - loss: 0.8894 - accuracy: 0.5461
40/40 [==============================] - 1s 14ms/step - loss: 0.8894 - accuracy: 0.5461 - val_loss: 0.8693 - val_accuracy: 0.5594
Epoch 8/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.8631 - accuracy: 0.5365
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40/40 [==============================] - 0s 9ms/step - loss: 0.8152 - accuracy: 0.5789
40/40 [==============================] - 1s 14ms/step - loss: 0.8152 - accuracy: 0.5789 - val_loss: 0.8384 - val_accuracy: 0.5906
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.9188 - accuracy: 0.5938
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40/40 [==============================] - 0s 9ms/step - loss: 0.7674 - accuracy: 0.6164
40/40 [==============================] - 1s 15ms/step - loss: 0.7674 - accuracy: 0.6164 - val_loss: 0.7456 - val_accuracy: 0.6281
Epoch 10/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7059 - accuracy: 0.6562
40/40 [==============================] - 1s 14ms/step - loss: 0.7059 - accuracy: 0.6562 - val_loss: 0.6901 - val_accuracy: 0.6750
Epoch 11/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.6791 - accuracy: 0.6979
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40/40 [==============================] - 0s 10ms/step - loss: 0.6563 - accuracy: 0.6859
40/40 [==============================] - 1s 15ms/step - loss: 0.6563 - accuracy: 0.6859 - val_loss: 0.6484 - val_accuracy: 0.6969
Epoch 12/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.5969 - accuracy: 0.7344
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27/40 [===================>..........] - ETA: 0s - loss: 0.6211 - accuracy: 0.7222
34/40 [========================>.....] - ETA: 0s - loss: 0.6110 - accuracy: 0.7270
40/40 [==============================] - 0s 8ms/step - loss: 0.6178 - accuracy: 0.7266
40/40 [==============================] - 1s 13ms/step - loss: 0.6178 - accuracy: 0.7266 - val_loss: 0.6036 - val_accuracy: 0.7375
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5764 - accuracy: 0.7813
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31/40 [======================>.......] - ETA: 0s - loss: 0.5707 - accuracy: 0.7681
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40/40 [==============================] - 0s 9ms/step - loss: 0.5744 - accuracy: 0.7617
40/40 [==============================] - 1s 14ms/step - loss: 0.5744 - accuracy: 0.7617 - val_loss: 0.5759 - val_accuracy: 0.7156
Epoch 14/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.5480 - accuracy: 0.7188
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18/40 [============>.................] - ETA: 0s - loss: 0.5089 - accuracy: 0.7865
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36/40 [==========================>...] - ETA: 0s - loss: 0.5393 - accuracy: 0.7795
40/40 [==============================] - 0s 9ms/step - loss: 0.5431 - accuracy: 0.7805
40/40 [==============================] - 1s 15ms/step - loss: 0.5431 - accuracy: 0.7805 - val_loss: 0.5345 - val_accuracy: 0.7875
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.6841 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5601 - accuracy: 0.7679
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19/40 [=============>................] - ETA: 0s - loss: 0.5338 - accuracy: 0.7911
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31/40 [======================>.......] - ETA: 0s - loss: 0.5244 - accuracy: 0.7944
37/40 [==========================>...] - ETA: 0s - loss: 0.5225 - accuracy: 0.7931
40/40 [==============================] - 0s 9ms/step - loss: 0.5168 - accuracy: 0.7945
40/40 [==============================] - 1s 14ms/step - loss: 0.5168 - accuracy: 0.7945 - val_loss: 0.5061 - val_accuracy: 0.7937
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.5215 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4506 - accuracy: 0.8616
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19/40 [=============>................] - ETA: 0s - loss: 0.5020 - accuracy: 0.8273
25/40 [=================>............] - ETA: 0s - loss: 0.4848 - accuracy: 0.8250
31/40 [======================>.......] - ETA: 0s - loss: 0.4780 - accuracy: 0.8246
37/40 [==========================>...] - ETA: 0s - loss: 0.4881 - accuracy: 0.8159
40/40 [==============================] - 0s 9ms/step - loss: 0.4850 - accuracy: 0.8188
40/40 [==============================] - 1s 15ms/step - loss: 0.4850 - accuracy: 0.8188 - val_loss: 0.4787 - val_accuracy: 0.8219
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.5082 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.5065 - accuracy: 0.8177
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18/40 [============>.................] - ETA: 0s - loss: 0.4664 - accuracy: 0.8212
24/40 [=================>............] - ETA: 0s - loss: 0.4702 - accuracy: 0.8229
31/40 [======================>.......] - ETA: 0s - loss: 0.4716 - accuracy: 0.8256
38/40 [===========================>..] - ETA: 0s - loss: 0.4579 - accuracy: 0.8314
40/40 [==============================] - 0s 9ms/step - loss: 0.4583 - accuracy: 0.8328
40/40 [==============================] - 1s 14ms/step - loss: 0.4583 - accuracy: 0.8328 - val_loss: 0.4573 - val_accuracy: 0.8188
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.3602 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.4595 - accuracy: 0.8616
14/40 [=========>....................] - ETA: 0s - loss: 0.4340 - accuracy: 0.8549
21/40 [==============>...............] - ETA: 0s - loss: 0.4416 - accuracy: 0.8438
27/40 [===================>..........] - ETA: 0s - loss: 0.4398 - accuracy: 0.8495
33/40 [=======================>......] - ETA: 0s - loss: 0.4440 - accuracy: 0.8456
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40/40 [==============================] - 0s 9ms/step - loss: 0.4402 - accuracy: 0.8484
40/40 [==============================] - 1s 14ms/step - loss: 0.4402 - accuracy: 0.8484 - val_loss: 0.4397 - val_accuracy: 0.8313
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.4972 - accuracy: 0.7188
6/40 [===>..........................] - ETA: 0s - loss: 0.4145 - accuracy: 0.8490
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18/40 [============>.................] - ETA: 0s - loss: 0.3994 - accuracy: 0.8663
24/40 [=================>............] - ETA: 0s - loss: 0.3920 - accuracy: 0.8698
30/40 [=====================>........] - ETA: 0s - loss: 0.4065 - accuracy: 0.8583
36/40 [==========================>...] - ETA: 0s - loss: 0.4061 - accuracy: 0.8628
40/40 [==============================] - 0s 9ms/step - loss: 0.4129 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.4129 - accuracy: 0.8602 - val_loss: 0.4079 - val_accuracy: 0.8531
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.3955 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3840 - accuracy: 0.8527
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19/40 [=============>................] - ETA: 0s - loss: 0.3851 - accuracy: 0.8734
25/40 [=================>............] - ETA: 0s - loss: 0.4041 - accuracy: 0.8687
31/40 [======================>.......] - ETA: 0s - loss: 0.4023 - accuracy: 0.8609
37/40 [==========================>...] - ETA: 0s - loss: 0.4002 - accuracy: 0.8615
40/40 [==============================] - 0s 9ms/step - loss: 0.3933 - accuracy: 0.8656
40/40 [==============================] - 1s 14ms/step - loss: 0.3933 - accuracy: 0.8656 - val_loss: 0.4030 - val_accuracy: 0.8500
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3163 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.3827 - accuracy: 0.8698
12/40 [========>.....................] - ETA: 0s - loss: 0.3878 - accuracy: 0.8620
18/40 [============>.................] - ETA: 0s - loss: 0.3839 - accuracy: 0.8750
24/40 [=================>............] - ETA: 0s - loss: 0.3920 - accuracy: 0.8685
30/40 [=====================>........] - ETA: 0s - loss: 0.3901 - accuracy: 0.8677
36/40 [==========================>...] - ETA: 0s - loss: 0.3921 - accuracy: 0.8672
40/40 [==============================] - 0s 9ms/step - loss: 0.3803 - accuracy: 0.8742
40/40 [==============================] - 1s 14ms/step - loss: 0.3803 - accuracy: 0.8742 - val_loss: 0.3762 - val_accuracy: 0.8781
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3840 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3678 - accuracy: 0.8839
13/40 [========>.....................] - ETA: 0s - loss: 0.3537 - accuracy: 0.8918
19/40 [=============>................] - ETA: 0s - loss: 0.3469 - accuracy: 0.8849
25/40 [=================>............] - ETA: 0s - loss: 0.3443 - accuracy: 0.8875
31/40 [======================>.......] - ETA: 0s - loss: 0.3569 - accuracy: 0.8831
37/40 [==========================>...] - ETA: 0s - loss: 0.3634 - accuracy: 0.8818
40/40 [==============================] - 0s 9ms/step - loss: 0.3663 - accuracy: 0.8820
40/40 [==============================] - 1s 14ms/step - loss: 0.3663 - accuracy: 0.8820 - val_loss: 0.3669 - val_accuracy: 0.8781
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.3167 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.2899 - accuracy: 0.9062
13/40 [========>.....................] - ETA: 0s - loss: 0.3154 - accuracy: 0.9087
20/40 [==============>...............] - ETA: 0s - loss: 0.3335 - accuracy: 0.8922
27/40 [===================>..........] - ETA: 0s - loss: 0.3728 - accuracy: 0.8738
34/40 [========================>.....] - ETA: 0s - loss: 0.3515 - accuracy: 0.8851
40/40 [==============================] - 0s 8ms/step - loss: 0.3564 - accuracy: 0.8813
40/40 [==============================] - 1s 13ms/step - loss: 0.3564 - accuracy: 0.8813 - val_loss: 0.3604 - val_accuracy: 0.8625
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.3092 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3374 - accuracy: 0.8906
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18/40 [============>.................] - ETA: 0s - loss: 0.3506 - accuracy: 0.8854
24/40 [=================>............] - ETA: 0s - loss: 0.3387 - accuracy: 0.8906
30/40 [=====================>........] - ETA: 0s - loss: 0.3428 - accuracy: 0.8844
36/40 [==========================>...] - ETA: 0s - loss: 0.3392 - accuracy: 0.8889
40/40 [==============================] - 0s 9ms/step - loss: 0.3360 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.3360 - accuracy: 0.8898 - val_loss: 0.3363 - val_accuracy: 0.8875
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.3591 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3751 - accuracy: 0.8705
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19/40 [=============>................] - ETA: 0s - loss: 0.3484 - accuracy: 0.8832
25/40 [=================>............] - ETA: 0s - loss: 0.3428 - accuracy: 0.8875
31/40 [======================>.......] - ETA: 0s - loss: 0.3382 - accuracy: 0.8901
37/40 [==========================>...] - ETA: 0s - loss: 0.3282 - accuracy: 0.8936
40/40 [==============================] - 0s 9ms/step - loss: 0.3201 - accuracy: 0.8977
40/40 [==============================] - 1s 14ms/step - loss: 0.3201 - accuracy: 0.8977 - val_loss: 0.3344 - val_accuracy: 0.8781
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.3283 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3001 - accuracy: 0.9018
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19/40 [=============>................] - ETA: 0s - loss: 0.3003 - accuracy: 0.9030
25/40 [=================>............] - ETA: 0s - loss: 0.3072 - accuracy: 0.9000
31/40 [======================>.......] - ETA: 0s - loss: 0.3109 - accuracy: 0.8972
37/40 [==========================>...] - ETA: 0s - loss: 0.3067 - accuracy: 0.9003
40/40 [==============================] - 0s 9ms/step - loss: 0.3133 - accuracy: 0.8938
40/40 [==============================] - 1s 14ms/step - loss: 0.3133 - accuracy: 0.8938 - val_loss: 0.3075 - val_accuracy: 0.8969
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.3240 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3388 - accuracy: 0.9062
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18/40 [============>.................] - ETA: 0s - loss: 0.3183 - accuracy: 0.9010
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30/40 [=====================>........] - ETA: 0s - loss: 0.3105 - accuracy: 0.9094
36/40 [==========================>...] - ETA: 0s - loss: 0.2992 - accuracy: 0.9106
40/40 [==============================] - 0s 9ms/step - loss: 0.2977 - accuracy: 0.9086
40/40 [==============================] - 1s 15ms/step - loss: 0.2977 - accuracy: 0.9086 - val_loss: 0.2903 - val_accuracy: 0.9125
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2655 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2839 - accuracy: 0.9152
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32/40 [=======================>......] - ETA: 0s - loss: 0.2971 - accuracy: 0.9004
39/40 [============================>.] - ETA: 0s - loss: 0.2878 - accuracy: 0.9030
40/40 [==============================] - 0s 9ms/step - loss: 0.2879 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.2879 - accuracy: 0.9023 - val_loss: 0.3068 - val_accuracy: 0.9000
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.3494 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.2731 - accuracy: 0.9107
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19/40 [=============>................] - ETA: 0s - loss: 0.2861 - accuracy: 0.9013
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30/40 [=====================>........] - ETA: 0s - loss: 0.2847 - accuracy: 0.9073
36/40 [==========================>...] - ETA: 0s - loss: 0.2803 - accuracy: 0.9097
40/40 [==============================] - 0s 9ms/step - loss: 0.2772 - accuracy: 0.9125
40/40 [==============================] - 1s 15ms/step - loss: 0.2772 - accuracy: 0.9125 - val_loss: 0.2980 - val_accuracy: 0.8969
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2957 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2850 - accuracy: 0.8973
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19/40 [=============>................] - ETA: 0s - loss: 0.2752 - accuracy: 0.9062
25/40 [=================>............] - ETA: 0s - loss: 0.2870 - accuracy: 0.9013
31/40 [======================>.......] - ETA: 0s - loss: 0.2815 - accuracy: 0.9083
37/40 [==========================>...] - ETA: 0s - loss: 0.2755 - accuracy: 0.9122
40/40 [==============================] - 0s 9ms/step - loss: 0.2765 - accuracy: 0.9094
40/40 [==============================] - 1s 15ms/step - loss: 0.2765 - accuracy: 0.9094 - val_loss: 0.2850 - val_accuracy: 0.9031
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2933 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3387 - accuracy: 0.8802
11/40 [=======>......................] - ETA: 0s - loss: 0.3142 - accuracy: 0.8892
17/40 [===========>..................] - ETA: 0s - loss: 0.2920 - accuracy: 0.8971
23/40 [================>.............] - ETA: 0s - loss: 0.2677 - accuracy: 0.9103
29/40 [====================>.........] - ETA: 0s - loss: 0.2611 - accuracy: 0.9138
35/40 [=========================>....] - ETA: 0s - loss: 0.2617 - accuracy: 0.9161
40/40 [==============================] - 0s 9ms/step - loss: 0.2639 - accuracy: 0.9133
40/40 [==============================] - 1s 15ms/step - loss: 0.2639 - accuracy: 0.9133 - val_loss: 0.2631 - val_accuracy: 0.9125
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2592 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2196 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.2823 - accuracy: 0.9089
18/40 [============>.................] - ETA: 0s - loss: 0.2608 - accuracy: 0.9167
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30/40 [=====================>........] - ETA: 0s - loss: 0.2553 - accuracy: 0.9146
36/40 [==========================>...] - ETA: 0s - loss: 0.2542 - accuracy: 0.9158
40/40 [==============================] - 0s 9ms/step - loss: 0.2522 - accuracy: 0.9180
40/40 [==============================] - 1s 14ms/step - loss: 0.2522 - accuracy: 0.9180 - val_loss: 0.2514 - val_accuracy: 0.9219
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.2271 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2536 - accuracy: 0.9219
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30/40 [=====================>........] - ETA: 0s - loss: 0.2425 - accuracy: 0.9208
36/40 [==========================>...] - ETA: 0s - loss: 0.2425 - accuracy: 0.9219
40/40 [==============================] - 0s 9ms/step - loss: 0.2441 - accuracy: 0.9211
40/40 [==============================] - 1s 14ms/step - loss: 0.2441 - accuracy: 0.9211 - val_loss: 0.2526 - val_accuracy: 0.9187
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.2943 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2409 - accuracy: 0.9241
14/40 [=========>....................] - ETA: 0s - loss: 0.2416 - accuracy: 0.9174
21/40 [==============>...............] - ETA: 0s - loss: 0.2373 - accuracy: 0.9241
28/40 [====================>.........] - ETA: 0s - loss: 0.2387 - accuracy: 0.9230
35/40 [=========================>....] - ETA: 0s - loss: 0.2326 - accuracy: 0.9304
40/40 [==============================] - 0s 9ms/step - loss: 0.2379 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2379 - accuracy: 0.9273 - val_loss: 0.2299 - val_accuracy: 0.9313
Epoch 35/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2309 - accuracy: 0.9167
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30/40 [=====================>........] - ETA: 0s - loss: 0.2208 - accuracy: 0.9333
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40/40 [==============================] - 0s 9ms/step - loss: 0.2292 - accuracy: 0.9297
40/40 [==============================] - 1s 15ms/step - loss: 0.2292 - accuracy: 0.9297 - val_loss: 0.2413 - val_accuracy: 0.9313
Epoch 36/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2247 - accuracy: 0.9323
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36/40 [==========================>...] - ETA: 0s - loss: 0.2275 - accuracy: 0.9271
40/40 [==============================] - 0s 9ms/step - loss: 0.2268 - accuracy: 0.9273
40/40 [==============================] - 1s 15ms/step - loss: 0.2268 - accuracy: 0.9273 - val_loss: 0.2446 - val_accuracy: 0.9187
Epoch 37/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2471 - accuracy: 0.9062
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30/40 [=====================>........] - ETA: 0s - loss: 0.2277 - accuracy: 0.9219
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40/40 [==============================] - 0s 9ms/step - loss: 0.2202 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2202 - accuracy: 0.9273 - val_loss: 0.2134 - val_accuracy: 0.9344
Epoch 38/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2101 - accuracy: 0.9313
40/40 [==============================] - 1s 14ms/step - loss: 0.2101 - accuracy: 0.9313 - val_loss: 0.2125 - val_accuracy: 0.9375
Epoch 39/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2065 - accuracy: 0.9464
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35/40 [=========================>....] - ETA: 0s - loss: 0.2017 - accuracy: 0.9420
40/40 [==============================] - 0s 8ms/step - loss: 0.2053 - accuracy: 0.9383
40/40 [==============================] - 1s 13ms/step - loss: 0.2053 - accuracy: 0.9383 - val_loss: 0.2086 - val_accuracy: 0.9344
Epoch 40/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2026 - accuracy: 0.9328
40/40 [==============================] - 1s 15ms/step - loss: 0.2026 - accuracy: 0.9328 - val_loss: 0.1979 - val_accuracy: 0.9406
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1948 - accuracy: 0.9375
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37/40 [==========================>...] - ETA: 0s - loss: 0.1901 - accuracy: 0.9426
40/40 [==============================] - 0s 9ms/step - loss: 0.1954 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1954 - accuracy: 0.9375 - val_loss: 0.1982 - val_accuracy: 0.9406
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1512 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1763 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1900 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.1884 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1889 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1889 - accuracy: 0.9383 - val_loss: 0.1848 - val_accuracy: 0.9406
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1704 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2053 - accuracy: 0.9375
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19/40 [=============>................] - ETA: 0s - loss: 0.1887 - accuracy: 0.9424
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35/40 [=========================>....] - ETA: 0s - loss: 0.1821 - accuracy: 0.9411
40/40 [==============================] - 0s 10ms/step - loss: 0.1848 - accuracy: 0.9398
40/40 [==============================] - 1s 15ms/step - loss: 0.1848 - accuracy: 0.9398 - val_loss: 0.1932 - val_accuracy: 0.9406
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1963 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1680 - accuracy: 0.9635
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30/40 [=====================>........] - ETA: 0s - loss: 0.1725 - accuracy: 0.9438
37/40 [==========================>...] - ETA: 0s - loss: 0.1845 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1857 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1857 - accuracy: 0.9375 - val_loss: 0.1885 - val_accuracy: 0.9406
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.3550 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.1922 - accuracy: 0.9286
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21/40 [==============>...............] - ETA: 0s - loss: 0.1718 - accuracy: 0.9405
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33/40 [=======================>......] - ETA: 0s - loss: 0.1805 - accuracy: 0.9366
39/40 [============================>.] - ETA: 0s - loss: 0.1763 - accuracy: 0.9391
40/40 [==============================] - 0s 9ms/step - loss: 0.1765 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1765 - accuracy: 0.9398 - val_loss: 0.1765 - val_accuracy: 0.9469
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1023 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1976 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1870 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1848 - accuracy: 0.9405
37/40 [==========================>...] - ETA: 0s - loss: 0.1775 - accuracy: 0.9443
40/40 [==============================] - 0s 9ms/step - loss: 0.1751 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1751 - accuracy: 0.9438 - val_loss: 0.1770 - val_accuracy: 0.9500
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.0970 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1609 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1740 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1709 - accuracy: 0.9459
40/40 [==============================] - 0s 9ms/step - loss: 0.1718 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1718 - accuracy: 0.9430 - val_loss: 0.1753 - val_accuracy: 0.9438
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1165 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1570 - accuracy: 0.9427
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30/40 [=====================>........] - ETA: 0s - loss: 0.1588 - accuracy: 0.9500
36/40 [==========================>...] - ETA: 0s - loss: 0.1663 - accuracy: 0.9497
40/40 [==============================] - 0s 9ms/step - loss: 0.1693 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1693 - accuracy: 0.9477 - val_loss: 0.1736 - val_accuracy: 0.9438
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1285 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1280 - accuracy: 0.9732
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25/40 [=================>............] - ETA: 0s - loss: 0.1815 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1769 - accuracy: 0.9425
37/40 [==========================>...] - ETA: 0s - loss: 0.1697 - accuracy: 0.9459
40/40 [==============================] - 0s 9ms/step - loss: 0.1689 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1689 - accuracy: 0.9445 - val_loss: 0.1652 - val_accuracy: 0.9531
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.1301 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1811 - accuracy: 0.9583
13/40 [========>.....................] - ETA: 0s - loss: 0.1686 - accuracy: 0.9543
20/40 [==============>...............] - ETA: 0s - loss: 0.1659 - accuracy: 0.9531
27/40 [===================>..........] - ETA: 0s - loss: 0.1599 - accuracy: 0.9525
33/40 [=======================>......] - ETA: 0s - loss: 0.1598 - accuracy: 0.9489
40/40 [==============================] - 0s 8ms/step - loss: 0.1597 - accuracy: 0.9492
40/40 [==============================] - 1s 13ms/step - loss: 0.1597 - accuracy: 0.9492 - val_loss: 0.1728 - val_accuracy: 0.9438
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0920 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1295 - accuracy: 0.9531
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18/40 [============>.................] - ETA: 0s - loss: 0.1429 - accuracy: 0.9601
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30/40 [=====================>........] - ETA: 0s - loss: 0.1526 - accuracy: 0.9510
36/40 [==========================>...] - ETA: 0s - loss: 0.1570 - accuracy: 0.9523
40/40 [==============================] - 0s 9ms/step - loss: 0.1552 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1552 - accuracy: 0.9531 - val_loss: 0.1546 - val_accuracy: 0.9438
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.2081 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1684 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1538 - accuracy: 0.9476
37/40 [==========================>...] - ETA: 0s - loss: 0.1562 - accuracy: 0.9434
40/40 [==============================] - 0s 9ms/step - loss: 0.1546 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1546 - accuracy: 0.9430 - val_loss: 0.1563 - val_accuracy: 0.9438
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.1775 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1837 - accuracy: 0.9375
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19/40 [=============>................] - ETA: 0s - loss: 0.1635 - accuracy: 0.9391
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31/40 [======================>.......] - ETA: 0s - loss: 0.1485 - accuracy: 0.9516
37/40 [==========================>...] - ETA: 0s - loss: 0.1504 - accuracy: 0.9485
40/40 [==============================] - 0s 9ms/step - loss: 0.1502 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1502 - accuracy: 0.9500 - val_loss: 0.1553 - val_accuracy: 0.9438
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0696 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1269 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1457 - accuracy: 0.9526
37/40 [==========================>...] - ETA: 0s - loss: 0.1494 - accuracy: 0.9502
40/40 [==============================] - 0s 9ms/step - loss: 0.1541 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1541 - accuracy: 0.9469 - val_loss: 0.1460 - val_accuracy: 0.9563
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.2421 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1634 - accuracy: 0.9427
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30/40 [=====================>........] - ETA: 0s - loss: 0.1600 - accuracy: 0.9448
37/40 [==========================>...] - ETA: 0s - loss: 0.1480 - accuracy: 0.9510
40/40 [==============================] - 0s 9ms/step - loss: 0.1467 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1467 - accuracy: 0.9508 - val_loss: 0.1484 - val_accuracy: 0.9563
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.2174 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1513 - accuracy: 0.9583
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33/40 [=======================>......] - ETA: 0s - loss: 0.1430 - accuracy: 0.9555
39/40 [============================>.] - ETA: 0s - loss: 0.1414 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1410 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1410 - accuracy: 0.9539 - val_loss: 0.1587 - val_accuracy: 0.9406
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.0986 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1058 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1382 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1382 - accuracy: 0.9547 - val_loss: 0.1461 - val_accuracy: 0.9500
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.0692 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1066 - accuracy: 0.9740
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30/40 [=====================>........] - ETA: 0s - loss: 0.1478 - accuracy: 0.9500
36/40 [==========================>...] - ETA: 0s - loss: 0.1410 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1386 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1386 - accuracy: 0.9555 - val_loss: 0.1402 - val_accuracy: 0.9531
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1122 - accuracy: 0.9688
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36/40 [==========================>...] - ETA: 0s - loss: 0.1379 - accuracy: 0.9592
40/40 [==============================] - 0s 9ms/step - loss: 0.1395 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1395 - accuracy: 0.9594 - val_loss: 0.1416 - val_accuracy: 0.9500
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.1070 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1489 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.1394 - accuracy: 0.9521
36/40 [==========================>...] - ETA: 0s - loss: 0.1340 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1353 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1353 - accuracy: 0.9539 - val_loss: 0.1372 - val_accuracy: 0.9563
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1183 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1224 - accuracy: 0.9479
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33/40 [=======================>......] - ETA: 0s - loss: 0.1196 - accuracy: 0.9574
40/40 [==============================] - 0s 8ms/step - loss: 0.1342 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1342 - accuracy: 0.9539 - val_loss: 0.1341 - val_accuracy: 0.9531
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.0996 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1242 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1355 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1355 - accuracy: 0.9563 - val_loss: 0.1402 - val_accuracy: 0.9469
Epoch 63/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1405 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1317 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1317 - accuracy: 0.9555 - val_loss: 0.1304 - val_accuracy: 0.9531
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1312 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1312 - accuracy: 0.9531 - val_loss: 0.1252 - val_accuracy: 0.9625
Epoch 65/100
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40/40 [==============================] - 1s 17ms/step - loss: 0.1238 - accuracy: 0.9617
40/40 [==============================] - 1s 22ms/step - loss: 0.1238 - accuracy: 0.9617 - val_loss: 0.1252 - val_accuracy: 0.9594
Epoch 66/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1228 - accuracy: 0.9648
40/40 [==============================] - 1s 13ms/step - loss: 0.1228 - accuracy: 0.9648 - val_loss: 0.1248 - val_accuracy: 0.9594
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1212 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1212 - accuracy: 0.9578 - val_loss: 0.1260 - val_accuracy: 0.9563
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1218 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1218 - accuracy: 0.9570 - val_loss: 0.1219 - val_accuracy: 0.9625
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1172 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1172 - accuracy: 0.9586 - val_loss: 0.1193 - val_accuracy: 0.9625
Epoch 70/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0785 - accuracy: 0.9844
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40/40 [==============================] - 0s 9ms/step - loss: 0.1230 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1230 - accuracy: 0.9594 - val_loss: 0.1261 - val_accuracy: 0.9531
Epoch 71/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1689 - accuracy: 0.9323
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40/40 [==============================] - 0s 9ms/step - loss: 0.1208 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1208 - accuracy: 0.9586 - val_loss: 0.1279 - val_accuracy: 0.9563
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1191 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1191 - accuracy: 0.9625 - val_loss: 0.1158 - val_accuracy: 0.9625
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1162 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1162 - accuracy: 0.9570 - val_loss: 0.1221 - val_accuracy: 0.9563
Epoch 74/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0973 - accuracy: 0.9740
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36/40 [==========================>...] - ETA: 0s - loss: 0.1106 - accuracy: 0.9601
40/40 [==============================] - 0s 9ms/step - loss: 0.1131 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1131 - accuracy: 0.9602 - val_loss: 0.1182 - val_accuracy: 0.9656
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1140 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1143 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1143 - accuracy: 0.9602 - val_loss: 0.1097 - val_accuracy: 0.9656
Epoch 76/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1165 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1090 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1090 - accuracy: 0.9578 - val_loss: 0.1152 - val_accuracy: 0.9563
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1104 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1104 - accuracy: 0.9633 - val_loss: 0.1141 - val_accuracy: 0.9594
Epoch 78/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1373 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1127 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1127 - accuracy: 0.9609 - val_loss: 0.1248 - val_accuracy: 0.9406
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1078 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1040 - accuracy: 0.9567
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40/40 [==============================] - 0s 9ms/step - loss: 0.1111 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1111 - accuracy: 0.9570 - val_loss: 0.1106 - val_accuracy: 0.9594
Epoch 80/100
1/40 [..............................] - ETA: 0s - loss: 0.0189 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0612 - accuracy: 0.9844
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36/40 [==========================>...] - ETA: 0s - loss: 0.1082 - accuracy: 0.9618
40/40 [==============================] - 0s 9ms/step - loss: 0.1106 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1106 - accuracy: 0.9602 - val_loss: 0.1172 - val_accuracy: 0.9594
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1076 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1076 - accuracy: 0.9617 - val_loss: 0.1067 - val_accuracy: 0.9656
Epoch 82/100
1/40 [..............................] - ETA: 0s - loss: 0.2163 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1119 - accuracy: 0.9732
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34/40 [========================>.....] - ETA: 0s - loss: 0.1039 - accuracy: 0.9614
40/40 [==============================] - 0s 8ms/step - loss: 0.1052 - accuracy: 0.9609
40/40 [==============================] - 1s 13ms/step - loss: 0.1052 - accuracy: 0.9609 - val_loss: 0.1079 - val_accuracy: 0.9594
Epoch 83/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1247 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1031 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1031 - accuracy: 0.9633 - val_loss: 0.1129 - val_accuracy: 0.9594
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1058 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1058 - accuracy: 0.9633 - val_loss: 0.1065 - val_accuracy: 0.9594
Epoch 85/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1605 - accuracy: 0.9219
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30/40 [=====================>........] - ETA: 0s - loss: 0.1150 - accuracy: 0.9563
36/40 [==========================>...] - ETA: 0s - loss: 0.1120 - accuracy: 0.9566
40/40 [==============================] - 0s 9ms/step - loss: 0.1098 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1098 - accuracy: 0.9570 - val_loss: 0.1101 - val_accuracy: 0.9594
Epoch 86/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0867 - accuracy: 0.9531
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30/40 [=====================>........] - ETA: 0s - loss: 0.0983 - accuracy: 0.9646
36/40 [==========================>...] - ETA: 0s - loss: 0.1040 - accuracy: 0.9618
40/40 [==============================] - 0s 9ms/step - loss: 0.1021 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1021 - accuracy: 0.9625 - val_loss: 0.1209 - val_accuracy: 0.9500
Epoch 87/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0952 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1114 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1114 - accuracy: 0.9586 - val_loss: 0.1042 - val_accuracy: 0.9625
Epoch 88/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.0994 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1018 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1018 - accuracy: 0.9672 - val_loss: 0.1089 - val_accuracy: 0.9594
Epoch 89/100
1/40 [..............................] - ETA: 0s - loss: 0.0271 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1038 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1027 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1027 - accuracy: 0.9680 - val_loss: 0.1051 - val_accuracy: 0.9594
Epoch 90/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0975 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1073 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1073 - accuracy: 0.9641 - val_loss: 0.1308 - val_accuracy: 0.9656
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1066 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1066 - accuracy: 0.9625 - val_loss: 0.1059 - val_accuracy: 0.9625
Epoch 92/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0971 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0971 - accuracy: 0.9664 - val_loss: 0.1164 - val_accuracy: 0.9563
Epoch 93/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.0961 - accuracy: 0.9648
40/40 [==============================] - 1s 13ms/step - loss: 0.0961 - accuracy: 0.9648 - val_loss: 0.0994 - val_accuracy: 0.9656
Epoch 94/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1246 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0951 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0951 - accuracy: 0.9688 - val_loss: 0.1133 - val_accuracy: 0.9656
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0974 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.0974 - accuracy: 0.9625 - val_loss: 0.0979 - val_accuracy: 0.9656
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0944 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0944 - accuracy: 0.9680 - val_loss: 0.1014 - val_accuracy: 0.9594
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0939 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0939 - accuracy: 0.9688 - val_loss: 0.1035 - val_accuracy: 0.9625
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0305 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0936 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0961 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0961 - accuracy: 0.9703 - val_loss: 0.1088 - val_accuracy: 0.9563
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1017 - accuracy: 0.9375
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40/40 [==============================] - 0s 8ms/step - loss: 0.1028 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1028 - accuracy: 0.9602 - val_loss: 0.0934 - val_accuracy: 0.9656
Epoch 100/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0950 - accuracy: 0.9643
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40/40 [==============================] - 0s 10ms/step - loss: 0.0990 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.0990 - accuracy: 0.9602 - val_loss: 0.1197 - val_accuracy: 0.95312022-11-21 20:10:17.308712: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.975
Epoch 1/1002022-11-21 20:10:17.590441: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 25.6613 - accuracy: 0.2812
5/40 [==>...........................] - ETA: 0s - loss: 28.6160 - accuracy: 0.2625
10/40 [======>.......................] - ETA: 0s - loss: 28.1135 - accuracy: 0.2125
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34/40 [========================>.....] - ETA: 0s - loss: 20.9668 - accuracy: 0.1783
40/40 [==============================] - 1s 10ms/step - loss: 19.4668 - accuracy: 0.20392022-11-21 20:10:18.137949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 19.4668 - accuracy: 0.2039 - val_loss: 12.2613 - val_accuracy: 0.2844
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 20.5030 - accuracy: 0.0625
7/40 [====>.........................] - ETA: 0s - loss: 12.6314 - accuracy: 0.2277
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33/40 [=======================>......] - ETA: 0s - loss: 10.2530 - accuracy: 0.3021
40/40 [==============================] - 0s 9ms/step - loss: 9.6621 - accuracy: 0.3187
40/40 [==============================] - 1s 14ms/step - loss: 9.6621 - accuracy: 0.3187 - val_loss: 5.8107 - val_accuracy: 0.3750
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 5.9636 - accuracy: 0.4062
6/40 [===>..........................] - ETA: 0s - loss: 5.0706 - accuracy: 0.4219
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18/40 [============>.................] - ETA: 0s - loss: 4.8464 - accuracy: 0.3819
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30/40 [=====================>........] - ETA: 0s - loss: 4.0686 - accuracy: 0.3688
36/40 [==========================>...] - ETA: 0s - loss: 3.6350 - accuracy: 0.3872
40/40 [==============================] - 0s 9ms/step - loss: 3.3650 - accuracy: 0.4047
40/40 [==============================] - 1s 15ms/step - loss: 3.3650 - accuracy: 0.4047 - val_loss: 0.9864 - val_accuracy: 0.4813
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.9130 - accuracy: 0.5000
5/40 [==>...........................] - ETA: 0s - loss: 0.9907 - accuracy: 0.5188
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28/40 [====================>.........] - ETA: 0s - loss: 0.9068 - accuracy: 0.6027
34/40 [========================>.....] - ETA: 0s - loss: 0.8723 - accuracy: 0.6222
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40/40 [==============================] - 0s 10ms/step - loss: 0.8558 - accuracy: 0.6352
40/40 [==============================] - 1s 16ms/step - loss: 0.8558 - accuracy: 0.6352 - val_loss: 0.7093 - val_accuracy: 0.7906
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.8098 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.7229 - accuracy: 0.7500
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25/40 [=================>............] - ETA: 0s - loss: 0.6858 - accuracy: 0.7738
31/40 [======================>.......] - ETA: 0s - loss: 0.6857 - accuracy: 0.7702
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40/40 [==============================] - 0s 9ms/step - loss: 0.6804 - accuracy: 0.7727
40/40 [==============================] - 1s 14ms/step - loss: 0.6804 - accuracy: 0.7727 - val_loss: 0.6270 - val_accuracy: 0.7781
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.5540 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.6245 - accuracy: 0.7902
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31/40 [======================>.......] - ETA: 0s - loss: 0.6355 - accuracy: 0.7893
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40/40 [==============================] - 0s 9ms/step - loss: 0.6252 - accuracy: 0.7883
40/40 [==============================] - 1s 14ms/step - loss: 0.6252 - accuracy: 0.7883 - val_loss: 0.5955 - val_accuracy: 0.7563
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.6912 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.5576 - accuracy: 0.7634
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31/40 [======================>.......] - ETA: 0s - loss: 0.5878 - accuracy: 0.7913
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40/40 [==============================] - 0s 9ms/step - loss: 0.5878 - accuracy: 0.7875
40/40 [==============================] - 1s 14ms/step - loss: 0.5878 - accuracy: 0.7875 - val_loss: 0.5724 - val_accuracy: 0.8094
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.4515 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.5292 - accuracy: 0.8125
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40/40 [==============================] - 0s 9ms/step - loss: 0.5538 - accuracy: 0.8063
40/40 [==============================] - 1s 14ms/step - loss: 0.5538 - accuracy: 0.8063 - val_loss: 0.5252 - val_accuracy: 0.8156
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.6149 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5028 - accuracy: 0.8214
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31/40 [======================>.......] - ETA: 0s - loss: 0.5194 - accuracy: 0.8175
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40/40 [==============================] - 0s 9ms/step - loss: 0.5197 - accuracy: 0.8156
40/40 [==============================] - 1s 15ms/step - loss: 0.5197 - accuracy: 0.8156 - val_loss: 0.4972 - val_accuracy: 0.8313
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.5357 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.5156 - accuracy: 0.7991
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31/40 [======================>.......] - ETA: 0s - loss: 0.4955 - accuracy: 0.8145
37/40 [==========================>...] - ETA: 0s - loss: 0.4943 - accuracy: 0.8159
40/40 [==============================] - 0s 9ms/step - loss: 0.5019 - accuracy: 0.8156
40/40 [==============================] - 1s 14ms/step - loss: 0.5019 - accuracy: 0.8156 - val_loss: 0.4747 - val_accuracy: 0.8469
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.4390 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.5000 - accuracy: 0.8073
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40/40 [==============================] - 0s 9ms/step - loss: 0.4764 - accuracy: 0.8250
40/40 [==============================] - 1s 15ms/step - loss: 0.4764 - accuracy: 0.8250 - val_loss: 0.5001 - val_accuracy: 0.8188
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.5087 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4566 - accuracy: 0.8259
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31/40 [======================>.......] - ETA: 0s - loss: 0.4516 - accuracy: 0.8407
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40/40 [==============================] - 0s 9ms/step - loss: 0.4525 - accuracy: 0.8367
40/40 [==============================] - 1s 14ms/step - loss: 0.4525 - accuracy: 0.8367 - val_loss: 0.4424 - val_accuracy: 0.8594
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.3333 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.4337 - accuracy: 0.8438
13/40 [========>.....................] - ETA: 0s - loss: 0.4650 - accuracy: 0.8365
20/40 [==============>...............] - ETA: 0s - loss: 0.4430 - accuracy: 0.8453
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34/40 [========================>.....] - ETA: 0s - loss: 0.4318 - accuracy: 0.8539
40/40 [==============================] - 0s 8ms/step - loss: 0.4323 - accuracy: 0.8477
40/40 [==============================] - 1s 13ms/step - loss: 0.4323 - accuracy: 0.8477 - val_loss: 0.4227 - val_accuracy: 0.8531
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.3935 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3756 - accuracy: 0.8616
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31/40 [======================>.......] - ETA: 0s - loss: 0.4148 - accuracy: 0.8488
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40/40 [==============================] - 0s 9ms/step - loss: 0.4103 - accuracy: 0.8555
40/40 [==============================] - 1s 14ms/step - loss: 0.4103 - accuracy: 0.8555 - val_loss: 0.4095 - val_accuracy: 0.8750
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.3944 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3736 - accuracy: 0.8698
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30/40 [=====================>........] - ETA: 0s - loss: 0.3975 - accuracy: 0.8604
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40/40 [==============================] - 0s 9ms/step - loss: 0.3975 - accuracy: 0.8672
40/40 [==============================] - 1s 14ms/step - loss: 0.3975 - accuracy: 0.8672 - val_loss: 0.4163 - val_accuracy: 0.8562
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.3430 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3720 - accuracy: 0.8884
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19/40 [=============>................] - ETA: 0s - loss: 0.3787 - accuracy: 0.8635
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31/40 [======================>.......] - ETA: 0s - loss: 0.3860 - accuracy: 0.8690
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40/40 [==============================] - 0s 9ms/step - loss: 0.3832 - accuracy: 0.8750
40/40 [==============================] - 1s 15ms/step - loss: 0.3832 - accuracy: 0.8750 - val_loss: 0.3805 - val_accuracy: 0.8750
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.4839 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.4180 - accuracy: 0.8542
12/40 [========>.....................] - ETA: 0s - loss: 0.3951 - accuracy: 0.8464
18/40 [============>.................] - ETA: 0s - loss: 0.3955 - accuracy: 0.8524
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40/40 [==============================] - 0s 9ms/step - loss: 0.3741 - accuracy: 0.8617
40/40 [==============================] - 1s 14ms/step - loss: 0.3741 - accuracy: 0.8617 - val_loss: 0.3660 - val_accuracy: 0.8875
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.3865 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.4370 - accuracy: 0.8125
12/40 [========>.....................] - ETA: 0s - loss: 0.3924 - accuracy: 0.8411
18/40 [============>.................] - ETA: 0s - loss: 0.4008 - accuracy: 0.8472
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30/40 [=====================>........] - ETA: 0s - loss: 0.3828 - accuracy: 0.8510
37/40 [==========================>...] - ETA: 0s - loss: 0.3707 - accuracy: 0.8640
40/40 [==============================] - 0s 9ms/step - loss: 0.3647 - accuracy: 0.8680
40/40 [==============================] - 1s 14ms/step - loss: 0.3647 - accuracy: 0.8680 - val_loss: 0.3773 - val_accuracy: 0.8688
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.3293 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3352 - accuracy: 0.8906
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20/40 [==============>...............] - ETA: 0s - loss: 0.3392 - accuracy: 0.8922
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38/40 [===========================>..] - ETA: 0s - loss: 0.3541 - accuracy: 0.8783
40/40 [==============================] - 0s 9ms/step - loss: 0.3500 - accuracy: 0.8820
40/40 [==============================] - 1s 14ms/step - loss: 0.3500 - accuracy: 0.8820 - val_loss: 0.3462 - val_accuracy: 0.8875
Epoch 20/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3360 - accuracy: 0.8883
40/40 [==============================] - 1s 14ms/step - loss: 0.3360 - accuracy: 0.8883 - val_loss: 0.3321 - val_accuracy: 0.9156
Epoch 21/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3442 - accuracy: 0.8958
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36/40 [==========================>...] - ETA: 0s - loss: 0.3319 - accuracy: 0.8872
40/40 [==============================] - 0s 9ms/step - loss: 0.3301 - accuracy: 0.8883
40/40 [==============================] - 1s 15ms/step - loss: 0.3301 - accuracy: 0.8883 - val_loss: 0.3276 - val_accuracy: 0.8969
Epoch 22/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3354 - accuracy: 0.8594
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30/40 [=====================>........] - ETA: 0s - loss: 0.3305 - accuracy: 0.8719
36/40 [==========================>...] - ETA: 0s - loss: 0.3320 - accuracy: 0.8741
40/40 [==============================] - 0s 9ms/step - loss: 0.3289 - accuracy: 0.8742
40/40 [==============================] - 1s 14ms/step - loss: 0.3289 - accuracy: 0.8742 - val_loss: 0.3299 - val_accuracy: 0.8875
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.2611 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3470 - accuracy: 0.8854
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24/40 [=================>............] - ETA: 0s - loss: 0.3080 - accuracy: 0.8919
30/40 [=====================>........] - ETA: 0s - loss: 0.3086 - accuracy: 0.8906
36/40 [==========================>...] - ETA: 0s - loss: 0.3106 - accuracy: 0.8872
40/40 [==============================] - 0s 9ms/step - loss: 0.3071 - accuracy: 0.8914
40/40 [==============================] - 1s 14ms/step - loss: 0.3071 - accuracy: 0.8914 - val_loss: 0.3061 - val_accuracy: 0.9156
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.2502 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2980 - accuracy: 0.8906
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19/40 [=============>................] - ETA: 0s - loss: 0.2836 - accuracy: 0.9046
26/40 [==================>...........] - ETA: 0s - loss: 0.2959 - accuracy: 0.9050
33/40 [=======================>......] - ETA: 0s - loss: 0.2974 - accuracy: 0.9015
40/40 [==============================] - 0s 9ms/step - loss: 0.3014 - accuracy: 0.8977
40/40 [==============================] - 1s 14ms/step - loss: 0.3014 - accuracy: 0.8977 - val_loss: 0.3178 - val_accuracy: 0.8813
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.2407 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2741 - accuracy: 0.9107
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19/40 [=============>................] - ETA: 0s - loss: 0.2677 - accuracy: 0.9211
25/40 [=================>............] - ETA: 0s - loss: 0.2762 - accuracy: 0.9175
31/40 [======================>.......] - ETA: 0s - loss: 0.2875 - accuracy: 0.9083
37/40 [==========================>...] - ETA: 0s - loss: 0.2902 - accuracy: 0.9079
40/40 [==============================] - 0s 9ms/step - loss: 0.2893 - accuracy: 0.9086
40/40 [==============================] - 1s 14ms/step - loss: 0.2893 - accuracy: 0.9086 - val_loss: 0.2948 - val_accuracy: 0.9031
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.2880 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2637 - accuracy: 0.9323
12/40 [========>.....................] - ETA: 0s - loss: 0.2643 - accuracy: 0.9297
18/40 [============>.................] - ETA: 0s - loss: 0.2743 - accuracy: 0.9167
24/40 [=================>............] - ETA: 0s - loss: 0.2840 - accuracy: 0.9128
30/40 [=====================>........] - ETA: 0s - loss: 0.2801 - accuracy: 0.9104
36/40 [==========================>...] - ETA: 0s - loss: 0.2812 - accuracy: 0.9080
40/40 [==============================] - 0s 9ms/step - loss: 0.2826 - accuracy: 0.9070
40/40 [==============================] - 1s 14ms/step - loss: 0.2826 - accuracy: 0.9070 - val_loss: 0.2821 - val_accuracy: 0.9219
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2683 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2459 - accuracy: 0.9062
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18/40 [============>.................] - ETA: 0s - loss: 0.2694 - accuracy: 0.8993
24/40 [=================>............] - ETA: 0s - loss: 0.2677 - accuracy: 0.9023
30/40 [=====================>........] - ETA: 0s - loss: 0.2677 - accuracy: 0.9042
36/40 [==========================>...] - ETA: 0s - loss: 0.2677 - accuracy: 0.9054
40/40 [==============================] - 0s 9ms/step - loss: 0.2723 - accuracy: 0.9039
40/40 [==============================] - 1s 14ms/step - loss: 0.2723 - accuracy: 0.9039 - val_loss: 0.2774 - val_accuracy: 0.9281
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2949 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2894 - accuracy: 0.8795
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19/40 [=============>................] - ETA: 0s - loss: 0.2817 - accuracy: 0.9013
25/40 [=================>............] - ETA: 0s - loss: 0.2805 - accuracy: 0.9062
31/40 [======================>.......] - ETA: 0s - loss: 0.2712 - accuracy: 0.9083
37/40 [==========================>...] - ETA: 0s - loss: 0.2710 - accuracy: 0.9079
40/40 [==============================] - 0s 9ms/step - loss: 0.2675 - accuracy: 0.9094
40/40 [==============================] - 1s 15ms/step - loss: 0.2675 - accuracy: 0.9094 - val_loss: 0.2705 - val_accuracy: 0.9187
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.2741 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2616 - accuracy: 0.9167
12/40 [========>.....................] - ETA: 0s - loss: 0.2430 - accuracy: 0.9219
19/40 [=============>................] - ETA: 0s - loss: 0.2474 - accuracy: 0.9178
26/40 [==================>...........] - ETA: 0s - loss: 0.2579 - accuracy: 0.9111
33/40 [=======================>......] - ETA: 0s - loss: 0.2626 - accuracy: 0.9062
40/40 [==============================] - 0s 9ms/step - loss: 0.2620 - accuracy: 0.9102
40/40 [==============================] - 1s 14ms/step - loss: 0.2620 - accuracy: 0.9102 - val_loss: 0.2637 - val_accuracy: 0.9219
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2127 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2442 - accuracy: 0.9271
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19/40 [=============>................] - ETA: 0s - loss: 0.2687 - accuracy: 0.9128
25/40 [=================>............] - ETA: 0s - loss: 0.2677 - accuracy: 0.9125
31/40 [======================>.......] - ETA: 0s - loss: 0.2617 - accuracy: 0.9133
37/40 [==========================>...] - ETA: 0s - loss: 0.2564 - accuracy: 0.9147
40/40 [==============================] - 0s 9ms/step - loss: 0.2548 - accuracy: 0.9141
40/40 [==============================] - 1s 15ms/step - loss: 0.2548 - accuracy: 0.9141 - val_loss: 0.2560 - val_accuracy: 0.9344
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2913 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2642 - accuracy: 0.8929
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19/40 [=============>................] - ETA: 0s - loss: 0.2626 - accuracy: 0.8964
25/40 [=================>............] - ETA: 0s - loss: 0.2597 - accuracy: 0.8988
31/40 [======================>.......] - ETA: 0s - loss: 0.2633 - accuracy: 0.8972
37/40 [==========================>...] - ETA: 0s - loss: 0.2643 - accuracy: 0.8970
40/40 [==============================] - 0s 9ms/step - loss: 0.2588 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.2588 - accuracy: 0.9023 - val_loss: 0.2583 - val_accuracy: 0.9156
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2077 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2063 - accuracy: 0.9330
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18/40 [============>.................] - ETA: 0s - loss: 0.2249 - accuracy: 0.9253
24/40 [=================>............] - ETA: 0s - loss: 0.2327 - accuracy: 0.9232
30/40 [=====================>........] - ETA: 0s - loss: 0.2402 - accuracy: 0.9156
36/40 [==========================>...] - ETA: 0s - loss: 0.2388 - accuracy: 0.9167
40/40 [==============================] - 0s 9ms/step - loss: 0.2386 - accuracy: 0.9164
40/40 [==============================] - 1s 15ms/step - loss: 0.2386 - accuracy: 0.9164 - val_loss: 0.2474 - val_accuracy: 0.9313
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.1665 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2131 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.2408 - accuracy: 0.9159
19/40 [=============>................] - ETA: 0s - loss: 0.2496 - accuracy: 0.9128
25/40 [=================>............] - ETA: 0s - loss: 0.2451 - accuracy: 0.9150
31/40 [======================>.......] - ETA: 0s - loss: 0.2453 - accuracy: 0.9133
37/40 [==========================>...] - ETA: 0s - loss: 0.2371 - accuracy: 0.9181
40/40 [==============================] - 0s 9ms/step - loss: 0.2383 - accuracy: 0.9164
40/40 [==============================] - 1s 14ms/step - loss: 0.2383 - accuracy: 0.9164 - val_loss: 0.2458 - val_accuracy: 0.9281
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.2576 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2188 - accuracy: 0.9420
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19/40 [=============>................] - ETA: 0s - loss: 0.2364 - accuracy: 0.9161
25/40 [=================>............] - ETA: 0s - loss: 0.2387 - accuracy: 0.9087
31/40 [======================>.......] - ETA: 0s - loss: 0.2373 - accuracy: 0.9113
37/40 [==========================>...] - ETA: 0s - loss: 0.2351 - accuracy: 0.9139
40/40 [==============================] - 0s 9ms/step - loss: 0.2364 - accuracy: 0.9133
40/40 [==============================] - 1s 14ms/step - loss: 0.2364 - accuracy: 0.9133 - val_loss: 0.2387 - val_accuracy: 0.9250
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2884 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2930 - accuracy: 0.8958
12/40 [========>.....................] - ETA: 0s - loss: 0.2640 - accuracy: 0.9036
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26/40 [==================>...........] - ETA: 0s - loss: 0.2304 - accuracy: 0.9195
33/40 [=======================>......] - ETA: 0s - loss: 0.2182 - accuracy: 0.9271
39/40 [============================>.] - ETA: 0s - loss: 0.2223 - accuracy: 0.9271
40/40 [==============================] - 0s 9ms/step - loss: 0.2211 - accuracy: 0.9273
40/40 [==============================] - 1s 14ms/step - loss: 0.2211 - accuracy: 0.9273 - val_loss: 0.2429 - val_accuracy: 0.9156
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1261 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2042 - accuracy: 0.9375
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36/40 [==========================>...] - ETA: 0s - loss: 0.2334 - accuracy: 0.9184
40/40 [==============================] - 0s 9ms/step - loss: 0.2317 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2317 - accuracy: 0.9156 - val_loss: 0.2350 - val_accuracy: 0.9219
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2574 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1943 - accuracy: 0.9509
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18/40 [============>.................] - ETA: 0s - loss: 0.2182 - accuracy: 0.9219
23/40 [================>.............] - ETA: 0s - loss: 0.2178 - accuracy: 0.9198
29/40 [====================>.........] - ETA: 0s - loss: 0.2239 - accuracy: 0.9181
35/40 [=========================>....] - ETA: 0s - loss: 0.2179 - accuracy: 0.9214
40/40 [==============================] - 0s 10ms/step - loss: 0.2208 - accuracy: 0.9187
40/40 [==============================] - 1s 15ms/step - loss: 0.2208 - accuracy: 0.9187 - val_loss: 0.2219 - val_accuracy: 0.9344
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.1181 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1852 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.2093 - accuracy: 0.9271
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30/40 [=====================>........] - ETA: 0s - loss: 0.2097 - accuracy: 0.9260
36/40 [==========================>...] - ETA: 0s - loss: 0.2091 - accuracy: 0.9271
40/40 [==============================] - 0s 9ms/step - loss: 0.2078 - accuracy: 0.9266
40/40 [==============================] - 1s 14ms/step - loss: 0.2078 - accuracy: 0.9266 - val_loss: 0.2378 - val_accuracy: 0.9094
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.3869 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.2518 - accuracy: 0.8750
13/40 [========>.....................] - ETA: 0s - loss: 0.2253 - accuracy: 0.9087
19/40 [=============>................] - ETA: 0s - loss: 0.2158 - accuracy: 0.9145
25/40 [=================>............] - ETA: 0s - loss: 0.2077 - accuracy: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.2107 - accuracy: 0.9163
37/40 [==========================>...] - ETA: 0s - loss: 0.2036 - accuracy: 0.9198
40/40 [==============================] - 0s 9ms/step - loss: 0.2070 - accuracy: 0.9195
40/40 [==============================] - 1s 15ms/step - loss: 0.2070 - accuracy: 0.9195 - val_loss: 0.2194 - val_accuracy: 0.9187
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.2202 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1829 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.1753 - accuracy: 0.9495
20/40 [==============>...............] - ETA: 0s - loss: 0.1838 - accuracy: 0.9422
27/40 [===================>..........] - ETA: 0s - loss: 0.1904 - accuracy: 0.9329
33/40 [=======================>......] - ETA: 0s - loss: 0.1990 - accuracy: 0.9290
40/40 [==============================] - 0s 8ms/step - loss: 0.2013 - accuracy: 0.9273
40/40 [==============================] - 1s 13ms/step - loss: 0.2013 - accuracy: 0.9273 - val_loss: 0.2048 - val_accuracy: 0.9344
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.2451 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2110 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.2212 - accuracy: 0.9297
18/40 [============>.................] - ETA: 0s - loss: 0.1961 - accuracy: 0.9392
24/40 [=================>............] - ETA: 0s - loss: 0.1895 - accuracy: 0.9427
30/40 [=====================>........] - ETA: 0s - loss: 0.1918 - accuracy: 0.9396
36/40 [==========================>...] - ETA: 0s - loss: 0.1923 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.1936 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.1936 - accuracy: 0.9352 - val_loss: 0.2051 - val_accuracy: 0.9344
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1833 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2051 - accuracy: 0.9323
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24/40 [=================>............] - ETA: 0s - loss: 0.2018 - accuracy: 0.9310
30/40 [=====================>........] - ETA: 0s - loss: 0.1965 - accuracy: 0.9333
36/40 [==========================>...] - ETA: 0s - loss: 0.1918 - accuracy: 0.9358
40/40 [==============================] - 0s 9ms/step - loss: 0.1937 - accuracy: 0.9344
40/40 [==============================] - 1s 15ms/step - loss: 0.1937 - accuracy: 0.9344 - val_loss: 0.2036 - val_accuracy: 0.9313
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1687 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1707 - accuracy: 0.9375
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18/40 [============>.................] - ETA: 0s - loss: 0.2088 - accuracy: 0.9219
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30/40 [=====================>........] - ETA: 0s - loss: 0.1933 - accuracy: 0.9271
36/40 [==========================>...] - ETA: 0s - loss: 0.1917 - accuracy: 0.9288
40/40 [==============================] - 0s 9ms/step - loss: 0.1906 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.1906 - accuracy: 0.9297 - val_loss: 0.2027 - val_accuracy: 0.9281
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1806 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1890 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1847 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1847 - accuracy: 0.9367 - val_loss: 0.1871 - val_accuracy: 0.9438
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1178 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1935 - accuracy: 0.9241
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31/40 [======================>.......] - ETA: 0s - loss: 0.1831 - accuracy: 0.9375
38/40 [===========================>..] - ETA: 0s - loss: 0.1812 - accuracy: 0.9383
40/40 [==============================] - 0s 9ms/step - loss: 0.1832 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1832 - accuracy: 0.9359 - val_loss: 0.1897 - val_accuracy: 0.9406
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1502 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1954 - accuracy: 0.9241
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33/40 [=======================>......] - ETA: 0s - loss: 0.1765 - accuracy: 0.9384
39/40 [============================>.] - ETA: 0s - loss: 0.1757 - accuracy: 0.9391
40/40 [==============================] - 0s 9ms/step - loss: 0.1741 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1741 - accuracy: 0.9398 - val_loss: 0.1808 - val_accuracy: 0.9438
Epoch 47/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1767 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.1767 - accuracy: 0.9336 - val_loss: 0.1807 - val_accuracy: 0.9500
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1671 - accuracy: 0.9406
40/40 [==============================] - 1s 15ms/step - loss: 0.1671 - accuracy: 0.9406 - val_loss: 0.1806 - val_accuracy: 0.9406
Epoch 49/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1675 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.1675 - accuracy: 0.9391 - val_loss: 0.1706 - val_accuracy: 0.9469
Epoch 50/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1750 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1632 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1632 - accuracy: 0.9414 - val_loss: 0.1826 - val_accuracy: 0.9406
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1561 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1561 - accuracy: 0.9430 - val_loss: 0.1716 - val_accuracy: 0.9438
Epoch 52/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1641 - accuracy: 0.9167
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40/40 [==============================] - 0s 9ms/step - loss: 0.1620 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1620 - accuracy: 0.9422 - val_loss: 0.1625 - val_accuracy: 0.9469
Epoch 53/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1523 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1523 - accuracy: 0.9461 - val_loss: 0.1656 - val_accuracy: 0.9469
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1546 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1546 - accuracy: 0.9461 - val_loss: 0.1611 - val_accuracy: 0.9500
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.1028 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1437 - accuracy: 0.9531
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36/40 [==========================>...] - ETA: 0s - loss: 0.1452 - accuracy: 0.9523
40/40 [==============================] - 0s 9ms/step - loss: 0.1448 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1448 - accuracy: 0.9516 - val_loss: 0.1582 - val_accuracy: 0.9531
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.0539 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1432 - accuracy: 0.9688
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40/40 [==============================] - 0s 8ms/step - loss: 0.1425 - accuracy: 0.9523
40/40 [==============================] - 1s 13ms/step - loss: 0.1425 - accuracy: 0.9523 - val_loss: 0.1568 - val_accuracy: 0.9469
Epoch 57/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1649 - accuracy: 0.9219
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36/40 [==========================>...] - ETA: 0s - loss: 0.1428 - accuracy: 0.9523
40/40 [==============================] - 0s 9ms/step - loss: 0.1462 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1462 - accuracy: 0.9500 - val_loss: 0.1513 - val_accuracy: 0.9500
Epoch 58/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1393 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1442 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1442 - accuracy: 0.9523 - val_loss: 0.1512 - val_accuracy: 0.9500
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1109 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1361 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1361 - accuracy: 0.9570 - val_loss: 0.1421 - val_accuracy: 0.9563
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.1132 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1462 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1436 - accuracy: 0.9466
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40/40 [==============================] - 0s 9ms/step - loss: 0.1366 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1366 - accuracy: 0.9484 - val_loss: 0.1433 - val_accuracy: 0.9531
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1634 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1337 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.1350 - accuracy: 0.9546
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40/40 [==============================] - 0s 9ms/step - loss: 0.1351 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1351 - accuracy: 0.9555 - val_loss: 0.1433 - val_accuracy: 0.9531
Epoch 62/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1423 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1352 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1352 - accuracy: 0.9570 - val_loss: 0.1454 - val_accuracy: 0.9469
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.0960 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1339 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1407 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1407 - accuracy: 0.9539 - val_loss: 0.1490 - val_accuracy: 0.9500
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.0930 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.1301 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1281 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1281 - accuracy: 0.9570 - val_loss: 0.1412 - val_accuracy: 0.9469
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1262 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1262 - accuracy: 0.9656 - val_loss: 0.1360 - val_accuracy: 0.9531
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.1629 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1072 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1235 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1235 - accuracy: 0.9617 - val_loss: 0.1305 - val_accuracy: 0.9500
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1205 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1238 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1238 - accuracy: 0.9586 - val_loss: 0.1381 - val_accuracy: 0.9563
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1236 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1236 - accuracy: 0.9602 - val_loss: 0.1330 - val_accuracy: 0.9531
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1217 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1217 - accuracy: 0.9617 - val_loss: 0.1382 - val_accuracy: 0.9469
Epoch 70/100
1/40 [..............................] - ETA: 0s - loss: 0.1729 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1361 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1211 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1211 - accuracy: 0.9602 - val_loss: 0.1211 - val_accuracy: 0.9625
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.0863 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1329 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.1167 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1192 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1192 - accuracy: 0.9664 - val_loss: 0.1436 - val_accuracy: 0.9500
Epoch 72/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1413 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1242 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1242 - accuracy: 0.9523 - val_loss: 0.1365 - val_accuracy: 0.9500
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1166 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1166 - accuracy: 0.9648 - val_loss: 0.1230 - val_accuracy: 0.9531
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1518 - accuracy: 0.9464
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40/40 [==============================] - 0s 10ms/step - loss: 0.1196 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1196 - accuracy: 0.9617 - val_loss: 0.1519 - val_accuracy: 0.9500
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1238 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.1238 - accuracy: 0.9672 - val_loss: 0.1239 - val_accuracy: 0.9500
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1123 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1123 - accuracy: 0.9680 - val_loss: 0.1156 - val_accuracy: 0.9688
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1106 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1106 - accuracy: 0.9609 - val_loss: 0.1467 - val_accuracy: 0.9563
Epoch 78/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1159 - accuracy: 0.9617
40/40 [==============================] - 1s 13ms/step - loss: 0.1159 - accuracy: 0.9617 - val_loss: 0.1262 - val_accuracy: 0.9563
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1107 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1107 - accuracy: 0.9648 - val_loss: 0.1162 - val_accuracy: 0.9563
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1080 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1080 - accuracy: 0.9656 - val_loss: 0.1463 - val_accuracy: 0.9375
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1291 - accuracy: 0.9554
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40/40 [==============================] - 0s 10ms/step - loss: 0.1216 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1216 - accuracy: 0.9617 - val_loss: 0.1157 - val_accuracy: 0.9625
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1143 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1143 - accuracy: 0.9602 - val_loss: 0.1273 - val_accuracy: 0.9500
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1054 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1054 - accuracy: 0.9656 - val_loss: 0.1183 - val_accuracy: 0.9563
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1042 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.1042 - accuracy: 0.9719 - val_loss: 0.1150 - val_accuracy: 0.9594
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1088 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1088 - accuracy: 0.9617 - val_loss: 0.1031 - val_accuracy: 0.9688
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1052 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.1052 - accuracy: 0.9727 - val_loss: 0.1334 - val_accuracy: 0.9406
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1025 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1025 - accuracy: 0.9664 - val_loss: 0.1162 - val_accuracy: 0.9594
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1037 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1037 - accuracy: 0.9625 - val_loss: 0.1036 - val_accuracy: 0.9656
Epoch 89/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1008 - accuracy: 0.9648
40/40 [==============================] - 1s 13ms/step - loss: 0.1008 - accuracy: 0.9648 - val_loss: 0.1114 - val_accuracy: 0.9563
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1059 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1059 - accuracy: 0.9672 - val_loss: 0.1013 - val_accuracy: 0.9688
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0979 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0979 - accuracy: 0.9695 - val_loss: 0.1053 - val_accuracy: 0.9656
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0945 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0945 - accuracy: 0.9711 - val_loss: 0.1066 - val_accuracy: 0.9656
Epoch 93/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1187 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.0990 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0990 - accuracy: 0.9672 - val_loss: 0.1121 - val_accuracy: 0.9594
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0995 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0995 - accuracy: 0.9664 - val_loss: 0.1068 - val_accuracy: 0.9688
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1011 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.1011 - accuracy: 0.9680 - val_loss: 0.0958 - val_accuracy: 0.9688
Epoch 96/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0469 - accuracy: 0.9911
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40/40 [==============================] - 0s 9ms/step - loss: 0.0974 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0974 - accuracy: 0.9695 - val_loss: 0.0979 - val_accuracy: 0.9625
Epoch 97/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.1016 - accuracy: 0.9637
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40/40 [==============================] - 0s 9ms/step - loss: 0.0947 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0947 - accuracy: 0.9688 - val_loss: 0.1067 - val_accuracy: 0.9594
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0978 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0978 - accuracy: 0.9703 - val_loss: 0.0948 - val_accuracy: 0.9656
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0856 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.0892 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0892 - accuracy: 0.9703 - val_loss: 0.1029 - val_accuracy: 0.9656
Epoch 100/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.0959 - accuracy: 0.9656
40/40 [==============================] - 1s 13ms/step - loss: 0.0959 - accuracy: 0.9656 - val_loss: 0.1216 - val_accuracy: 0.95942022-11-21 20:11:15.356485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.955
Epoch 1/1002022-11-21 20:11:15.695079: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 3.0458 - accuracy: 0.2812
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40/40 [==============================] - 1s 10ms/step - loss: 1.6244 - accuracy: 0.40552022-11-21 20:11:16.237453: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 1.6244 - accuracy: 0.4055 - val_loss: 1.2437 - val_accuracy: 0.4750
Epoch 2/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.2151 - accuracy: 0.5268
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18/40 [============>.................] - ETA: 0s - loss: 1.1598 - accuracy: 0.5573
24/40 [=================>............] - ETA: 0s - loss: 1.1819 - accuracy: 0.5312
30/40 [=====================>........] - ETA: 0s - loss: 1.1691 - accuracy: 0.5219
36/40 [==========================>...] - ETA: 0s - loss: 1.1734 - accuracy: 0.5087
40/40 [==============================] - 0s 9ms/step - loss: 1.1817 - accuracy: 0.4992
40/40 [==============================] - 1s 15ms/step - loss: 1.1817 - accuracy: 0.4992 - val_loss: 1.1544 - val_accuracy: 0.4906
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 1.1164 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.1232 - accuracy: 0.5045
13/40 [========>.....................] - ETA: 0s - loss: 1.1424 - accuracy: 0.5192
19/40 [=============>................] - ETA: 0s - loss: 1.1316 - accuracy: 0.5197
25/40 [=================>............] - ETA: 0s - loss: 1.1212 - accuracy: 0.5112
32/40 [=======================>......] - ETA: 0s - loss: 1.1278 - accuracy: 0.4990
39/40 [============================>.] - ETA: 0s - loss: 1.1198 - accuracy: 0.5032
40/40 [==============================] - 0s 9ms/step - loss: 1.1157 - accuracy: 0.5039
40/40 [==============================] - 1s 14ms/step - loss: 1.1157 - accuracy: 0.5039 - val_loss: 1.0884 - val_accuracy: 0.4969
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.8948 - accuracy: 0.5625
6/40 [===>..........................] - ETA: 0s - loss: 1.1012 - accuracy: 0.5052
12/40 [========>.....................] - ETA: 0s - loss: 1.0715 - accuracy: 0.5000
19/40 [=============>................] - ETA: 0s - loss: 1.0724 - accuracy: 0.4918
25/40 [=================>............] - ETA: 0s - loss: 1.0701 - accuracy: 0.5000
31/40 [======================>.......] - ETA: 0s - loss: 1.0680 - accuracy: 0.5000
37/40 [==========================>...] - ETA: 0s - loss: 1.0618 - accuracy: 0.5042
40/40 [==============================] - 0s 9ms/step - loss: 1.0546 - accuracy: 0.5102
40/40 [==============================] - 1s 14ms/step - loss: 1.0546 - accuracy: 0.5102 - val_loss: 1.0198 - val_accuracy: 0.5063
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.9616 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.1303 - accuracy: 0.4598
13/40 [========>.....................] - ETA: 0s - loss: 1.0438 - accuracy: 0.5024
19/40 [=============>................] - ETA: 0s - loss: 1.0038 - accuracy: 0.5115
24/40 [=================>............] - ETA: 0s - loss: 0.9918 - accuracy: 0.5182
30/40 [=====================>........] - ETA: 0s - loss: 0.9827 - accuracy: 0.5188
36/40 [==========================>...] - ETA: 0s - loss: 0.9763 - accuracy: 0.5200
40/40 [==============================] - 0s 9ms/step - loss: 0.9781 - accuracy: 0.5133
40/40 [==============================] - 1s 15ms/step - loss: 0.9781 - accuracy: 0.5133 - val_loss: 0.9210 - val_accuracy: 0.5406
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.7791 - accuracy: 0.7188
4/40 [==>...........................] - ETA: 0s - loss: 0.8023 - accuracy: 0.5859
9/40 [=====>........................] - ETA: 0s - loss: 0.8053 - accuracy: 0.5868
14/40 [=========>....................] - ETA: 0s - loss: 0.8588 - accuracy: 0.5513
20/40 [==============>...............] - ETA: 0s - loss: 0.8219 - accuracy: 0.5719
26/40 [==================>...........] - ETA: 0s - loss: 0.7933 - accuracy: 0.5998
32/40 [=======================>......] - ETA: 0s - loss: 0.7801 - accuracy: 0.6064
38/40 [===========================>..] - ETA: 0s - loss: 0.7753 - accuracy: 0.6160
40/40 [==============================] - 0s 10ms/step - loss: 0.7658 - accuracy: 0.6234
40/40 [==============================] - 1s 15ms/step - loss: 0.7658 - accuracy: 0.6234 - val_loss: 0.6059 - val_accuracy: 0.7594
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.7520 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.5633 - accuracy: 0.7813
13/40 [========>.....................] - ETA: 0s - loss: 0.5667 - accuracy: 0.7596
19/40 [=============>................] - ETA: 0s - loss: 0.5607 - accuracy: 0.7566
25/40 [=================>............] - ETA: 0s - loss: 0.5498 - accuracy: 0.7650
31/40 [======================>.......] - ETA: 0s - loss: 0.5372 - accuracy: 0.7863
37/40 [==========================>...] - ETA: 0s - loss: 0.5185 - accuracy: 0.8032
40/40 [==============================] - 0s 9ms/step - loss: 0.5128 - accuracy: 0.8031
40/40 [==============================] - 1s 14ms/step - loss: 0.5128 - accuracy: 0.8031 - val_loss: 0.3897 - val_accuracy: 0.8781
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.3595 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.4063 - accuracy: 0.8705
13/40 [========>.....................] - ETA: 0s - loss: 0.3957 - accuracy: 0.8822
19/40 [=============>................] - ETA: 0s - loss: 0.3834 - accuracy: 0.8865
25/40 [=================>............] - ETA: 0s - loss: 0.3773 - accuracy: 0.8900
31/40 [======================>.......] - ETA: 0s - loss: 0.3704 - accuracy: 0.8972
37/40 [==========================>...] - ETA: 0s - loss: 0.3617 - accuracy: 0.9020
40/40 [==============================] - 0s 9ms/step - loss: 0.3560 - accuracy: 0.9062
40/40 [==============================] - 1s 14ms/step - loss: 0.3560 - accuracy: 0.9062 - val_loss: 0.2888 - val_accuracy: 0.9344
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.2007 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.3200 - accuracy: 0.9241
14/40 [=========>....................] - ETA: 0s - loss: 0.2829 - accuracy: 0.9330
20/40 [==============>...............] - ETA: 0s - loss: 0.2851 - accuracy: 0.9313
26/40 [==================>...........] - ETA: 0s - loss: 0.2765 - accuracy: 0.9327
33/40 [=======================>......] - ETA: 0s - loss: 0.2789 - accuracy: 0.9290
40/40 [==============================] - 0s 9ms/step - loss: 0.2698 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.2698 - accuracy: 0.9336 - val_loss: 0.2215 - val_accuracy: 0.9406
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.2066 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2046 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.2293 - accuracy: 0.9245
18/40 [============>.................] - ETA: 0s - loss: 0.2322 - accuracy: 0.9323
24/40 [=================>............] - ETA: 0s - loss: 0.2240 - accuracy: 0.9375
30/40 [=====================>........] - ETA: 0s - loss: 0.2325 - accuracy: 0.9354
36/40 [==========================>...] - ETA: 0s - loss: 0.2310 - accuracy: 0.9375
40/40 [==============================] - 0s 10ms/step - loss: 0.2222 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.2222 - accuracy: 0.9414 - val_loss: 0.1977 - val_accuracy: 0.9438
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.1560 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1481 - accuracy: 0.9740
11/40 [=======>......................] - ETA: 0s - loss: 0.1560 - accuracy: 0.9688
17/40 [===========>..................] - ETA: 0s - loss: 0.1713 - accuracy: 0.9651
23/40 [================>.............] - ETA: 0s - loss: 0.1782 - accuracy: 0.9565
29/40 [====================>.........] - ETA: 0s - loss: 0.1817 - accuracy: 0.9580
35/40 [=========================>....] - ETA: 0s - loss: 0.2043 - accuracy: 0.9455
40/40 [==============================] - 0s 10ms/step - loss: 0.1992 - accuracy: 0.9477
40/40 [==============================] - 1s 15ms/step - loss: 0.1992 - accuracy: 0.9477 - val_loss: 0.1981 - val_accuracy: 0.9313
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.1492 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1682 - accuracy: 0.9554
12/40 [========>.....................] - ETA: 0s - loss: 0.1819 - accuracy: 0.9531
18/40 [============>.................] - ETA: 0s - loss: 0.1821 - accuracy: 0.9531
24/40 [=================>............] - ETA: 0s - loss: 0.1786 - accuracy: 0.9531
30/40 [=====================>........] - ETA: 0s - loss: 0.1870 - accuracy: 0.9521
36/40 [==========================>...] - ETA: 0s - loss: 0.1834 - accuracy: 0.9566
40/40 [==============================] - 0s 9ms/step - loss: 0.1835 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1835 - accuracy: 0.9555 - val_loss: 0.1646 - val_accuracy: 0.9469
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.1334 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1796 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1812 - accuracy: 0.9495
19/40 [=============>................] - ETA: 0s - loss: 0.1715 - accuracy: 0.9490
24/40 [=================>............] - ETA: 0s - loss: 0.1705 - accuracy: 0.9518
30/40 [=====================>........] - ETA: 0s - loss: 0.1755 - accuracy: 0.9521
36/40 [==========================>...] - ETA: 0s - loss: 0.1788 - accuracy: 0.9488
40/40 [==============================] - 0s 9ms/step - loss: 0.1760 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1760 - accuracy: 0.9500 - val_loss: 0.1611 - val_accuracy: 0.9469
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.3021 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1881 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.1682 - accuracy: 0.9531
18/40 [============>.................] - ETA: 0s - loss: 0.1779 - accuracy: 0.9444
25/40 [=================>............] - ETA: 0s - loss: 0.1833 - accuracy: 0.9425
32/40 [=======================>......] - ETA: 0s - loss: 0.1786 - accuracy: 0.9463
39/40 [============================>.] - ETA: 0s - loss: 0.1745 - accuracy: 0.9495
40/40 [==============================] - 1s 14ms/step - loss: 0.1738 - accuracy: 0.9500
40/40 [==============================] - 1s 19ms/step - loss: 0.1738 - accuracy: 0.9500 - val_loss: 0.1517 - val_accuracy: 0.9469
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.0769 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1609 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1545 - accuracy: 0.9567
19/40 [=============>................] - ETA: 0s - loss: 0.1686 - accuracy: 0.9474
25/40 [=================>............] - ETA: 0s - loss: 0.1607 - accuracy: 0.9525
31/40 [======================>.......] - ETA: 0s - loss: 0.1531 - accuracy: 0.9546
37/40 [==========================>...] - ETA: 0s - loss: 0.1586 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1657 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1657 - accuracy: 0.9508 - val_loss: 0.1511 - val_accuracy: 0.9500
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.0834 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1878 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1709 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1879 - accuracy: 0.9391
25/40 [=================>............] - ETA: 0s - loss: 0.1825 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1740 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1677 - accuracy: 0.9459
40/40 [==============================] - 0s 9ms/step - loss: 0.1650 - accuracy: 0.9469
40/40 [==============================] - 1s 15ms/step - loss: 0.1650 - accuracy: 0.9469 - val_loss: 0.1416 - val_accuracy: 0.9469
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.1408 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1700 - accuracy: 0.9479
12/40 [========>.....................] - ETA: 0s - loss: 0.1581 - accuracy: 0.9505
18/40 [============>.................] - ETA: 0s - loss: 0.1467 - accuracy: 0.9583
24/40 [=================>............] - ETA: 0s - loss: 0.1512 - accuracy: 0.9531
30/40 [=====================>........] - ETA: 0s - loss: 0.1528 - accuracy: 0.9542
36/40 [==========================>...] - ETA: 0s - loss: 0.1585 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1564 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1564 - accuracy: 0.9547 - val_loss: 0.1380 - val_accuracy: 0.9500
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1545 - accuracy: 0.9583
12/40 [========>.....................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9609
18/40 [============>.................] - ETA: 0s - loss: 0.1304 - accuracy: 0.9566
24/40 [=================>............] - ETA: 0s - loss: 0.1325 - accuracy: 0.9557
30/40 [=====================>........] - ETA: 0s - loss: 0.1542 - accuracy: 0.9479
36/40 [==========================>...] - ETA: 0s - loss: 0.1494 - accuracy: 0.9505
40/40 [==============================] - 0s 9ms/step - loss: 0.1540 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1540 - accuracy: 0.9492 - val_loss: 0.1352 - val_accuracy: 0.9500
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.1658 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1613 - accuracy: 0.9519
20/40 [==============>...............] - ETA: 0s - loss: 0.1674 - accuracy: 0.9484
27/40 [===================>..........] - ETA: 0s - loss: 0.1510 - accuracy: 0.9537
34/40 [========================>.....] - ETA: 0s - loss: 0.1503 - accuracy: 0.9550
40/40 [==============================] - 0s 8ms/step - loss: 0.1471 - accuracy: 0.9578
40/40 [==============================] - 1s 13ms/step - loss: 0.1471 - accuracy: 0.9578 - val_loss: 0.1365 - val_accuracy: 0.9469
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.0957 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1767 - accuracy: 0.9323
12/40 [========>.....................] - ETA: 0s - loss: 0.1474 - accuracy: 0.9453
18/40 [============>.................] - ETA: 0s - loss: 0.1448 - accuracy: 0.9479
24/40 [=================>............] - ETA: 0s - loss: 0.1585 - accuracy: 0.9466
30/40 [=====================>........] - ETA: 0s - loss: 0.1454 - accuracy: 0.9531
36/40 [==========================>...] - ETA: 0s - loss: 0.1438 - accuracy: 0.9523
40/40 [==============================] - 0s 9ms/step - loss: 0.1440 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1440 - accuracy: 0.9531 - val_loss: 0.1304 - val_accuracy: 0.9531
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.1172 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0885 - accuracy: 0.9896
12/40 [========>.....................] - ETA: 0s - loss: 0.1216 - accuracy: 0.9688
18/40 [============>.................] - ETA: 0s - loss: 0.1311 - accuracy: 0.9583
24/40 [=================>............] - ETA: 0s - loss: 0.1328 - accuracy: 0.9609
29/40 [====================>.........] - ETA: 0s - loss: 0.1385 - accuracy: 0.9580
35/40 [=========================>....] - ETA: 0s - loss: 0.1397 - accuracy: 0.9571
40/40 [==============================] - 0s 10ms/step - loss: 0.1440 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1440 - accuracy: 0.9555 - val_loss: 0.1316 - val_accuracy: 0.9438
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.1622 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2385 - accuracy: 0.9107
13/40 [========>.....................] - ETA: 0s - loss: 0.1986 - accuracy: 0.9303
19/40 [=============>................] - ETA: 0s - loss: 0.1711 - accuracy: 0.9441
25/40 [=================>............] - ETA: 0s - loss: 0.1533 - accuracy: 0.9550
31/40 [======================>.......] - ETA: 0s - loss: 0.1531 - accuracy: 0.9556
37/40 [==========================>...] - ETA: 0s - loss: 0.1431 - accuracy: 0.9586
40/40 [==============================] - 0s 9ms/step - loss: 0.1410 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1410 - accuracy: 0.9586 - val_loss: 0.1336 - val_accuracy: 0.9469
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.1730 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1646 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.1446 - accuracy: 0.9519
19/40 [=============>................] - ETA: 0s - loss: 0.1342 - accuracy: 0.9556
25/40 [=================>............] - ETA: 0s - loss: 0.1320 - accuracy: 0.9562
31/40 [======================>.......] - ETA: 0s - loss: 0.1359 - accuracy: 0.9556
37/40 [==========================>...] - ETA: 0s - loss: 0.1327 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1370 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1370 - accuracy: 0.9555 - val_loss: 0.1260 - val_accuracy: 0.9531
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1594 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1162 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1532 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1521 - accuracy: 0.9490
25/40 [=================>............] - ETA: 0s - loss: 0.1440 - accuracy: 0.9537
32/40 [=======================>......] - ETA: 0s - loss: 0.1393 - accuracy: 0.9551
38/40 [===========================>..] - ETA: 0s - loss: 0.1369 - accuracy: 0.9556
40/40 [==============================] - 0s 9ms/step - loss: 0.1365 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1365 - accuracy: 0.9555 - val_loss: 0.1298 - val_accuracy: 0.9438
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.1086 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1260 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1417 - accuracy: 0.9453
19/40 [=============>................] - ETA: 0s - loss: 0.1465 - accuracy: 0.9523
25/40 [=================>............] - ETA: 0s - loss: 0.1373 - accuracy: 0.9575
31/40 [======================>.......] - ETA: 0s - loss: 0.1379 - accuracy: 0.9546
37/40 [==========================>...] - ETA: 0s - loss: 0.1285 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1310 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1310 - accuracy: 0.9594 - val_loss: 0.1257 - val_accuracy: 0.9531
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.0558 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0721 - accuracy: 0.9896
12/40 [========>.....................] - ETA: 0s - loss: 0.0957 - accuracy: 0.9740
18/40 [============>.................] - ETA: 0s - loss: 0.1167 - accuracy: 0.9670
24/40 [=================>............] - ETA: 0s - loss: 0.1286 - accuracy: 0.9622
30/40 [=====================>........] - ETA: 0s - loss: 0.1305 - accuracy: 0.9604
36/40 [==========================>...] - ETA: 0s - loss: 0.1322 - accuracy: 0.9592
40/40 [==============================] - 0s 9ms/step - loss: 0.1323 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1323 - accuracy: 0.9586 - val_loss: 0.1177 - val_accuracy: 0.9531
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2187 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1515 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1396 - accuracy: 0.9453
18/40 [============>.................] - ETA: 0s - loss: 0.1348 - accuracy: 0.9514
24/40 [=================>............] - ETA: 0s - loss: 0.1293 - accuracy: 0.9557
30/40 [=====================>........] - ETA: 0s - loss: 0.1341 - accuracy: 0.9542
36/40 [==========================>...] - ETA: 0s - loss: 0.1287 - accuracy: 0.9566
40/40 [==============================] - 0s 9ms/step - loss: 0.1254 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1254 - accuracy: 0.9578 - val_loss: 0.1393 - val_accuracy: 0.9438
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.0495 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9643
13/40 [========>.....................] - ETA: 0s - loss: 0.0946 - accuracy: 0.9712
19/40 [=============>................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9655
25/40 [=================>............] - ETA: 0s - loss: 0.1262 - accuracy: 0.9613
31/40 [======================>.......] - ETA: 0s - loss: 0.1338 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1278 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1269 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1269 - accuracy: 0.9586 - val_loss: 0.1401 - val_accuracy: 0.9375
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.0287 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1428 - accuracy: 0.9509
12/40 [========>.....................] - ETA: 0s - loss: 0.1580 - accuracy: 0.9453
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40/40 [==============================] - 0s 9ms/step - loss: 0.1266 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1266 - accuracy: 0.9594 - val_loss: 0.1236 - val_accuracy: 0.9563
Epoch 30/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1227 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1227 - accuracy: 0.9609 - val_loss: 0.1280 - val_accuracy: 0.9469
Epoch 31/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1229 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1229 - accuracy: 0.9625 - val_loss: 0.1294 - val_accuracy: 0.9469
Epoch 32/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1180 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1180 - accuracy: 0.9617 - val_loss: 0.1168 - val_accuracy: 0.9625
Epoch 33/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1211 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1211 - accuracy: 0.9656 - val_loss: 0.1318 - val_accuracy: 0.9438
Epoch 34/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1098 - accuracy: 0.9688
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36/40 [==========================>...] - ETA: 0s - loss: 0.1232 - accuracy: 0.9601
40/40 [==============================] - 0s 9ms/step - loss: 0.1235 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1235 - accuracy: 0.9586 - val_loss: 0.1460 - val_accuracy: 0.9438
Epoch 35/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1235 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1182 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1182 - accuracy: 0.9641 - val_loss: 0.1118 - val_accuracy: 0.9563
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.0199 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1398 - accuracy: 0.9598
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40/40 [==============================] - 0s 10ms/step - loss: 0.1151 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1151 - accuracy: 0.9664 - val_loss: 0.1133 - val_accuracy: 0.9625
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2008 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1075 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.1169 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1127 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1127 - accuracy: 0.9625 - val_loss: 0.1156 - val_accuracy: 0.9563
Epoch 38/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1198 - accuracy: 0.9609
40/40 [==============================] - 0s 9ms/step - loss: 0.1137 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1137 - accuracy: 0.9625 - val_loss: 0.1129 - val_accuracy: 0.9531
Epoch 39/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1594 - accuracy: 0.9427
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40/40 [==============================] - 0s 9ms/step - loss: 0.1092 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1092 - accuracy: 0.9656 - val_loss: 0.1156 - val_accuracy: 0.9531
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1085 - accuracy: 0.9777
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31/40 [======================>.......] - ETA: 0s - loss: 0.1233 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1136 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1109 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1109 - accuracy: 0.9633 - val_loss: 0.1114 - val_accuracy: 0.9594
Epoch 41/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1045 - accuracy: 0.9583
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39/40 [============================>.] - ETA: 0s - loss: 0.1117 - accuracy: 0.9655
40/40 [==============================] - 0s 9ms/step - loss: 0.1098 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1098 - accuracy: 0.9664 - val_loss: 0.1037 - val_accuracy: 0.9625
Epoch 42/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.1119 - accuracy: 0.9607
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40/40 [==============================] - 0s 9ms/step - loss: 0.1115 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1115 - accuracy: 0.9609 - val_loss: 0.1133 - val_accuracy: 0.9500
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0878 - accuracy: 0.9732
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31/40 [======================>.......] - ETA: 0s - loss: 0.0995 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1048 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.1048 - accuracy: 0.9688 - val_loss: 0.1304 - val_accuracy: 0.9563
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.3240 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.1257 - accuracy: 0.9509
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37/40 [==========================>...] - ETA: 0s - loss: 0.1070 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1075 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1075 - accuracy: 0.9633 - val_loss: 0.1135 - val_accuracy: 0.9563
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1636 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1371 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.1054 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1030 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1030 - accuracy: 0.9664 - val_loss: 0.1230 - val_accuracy: 0.9500
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.0383 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0797 - accuracy: 0.9688
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34/40 [========================>.....] - ETA: 0s - loss: 0.1123 - accuracy: 0.9577
40/40 [==============================] - 0s 8ms/step - loss: 0.1115 - accuracy: 0.9594
40/40 [==============================] - 1s 13ms/step - loss: 0.1115 - accuracy: 0.9594 - val_loss: 0.1027 - val_accuracy: 0.9563
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.0418 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0586 - accuracy: 0.9844
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40/40 [==============================] - 0s 9ms/step - loss: 0.1015 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.1015 - accuracy: 0.9680 - val_loss: 0.1023 - val_accuracy: 0.9656
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1108 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1034 - accuracy: 0.9643
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19/40 [=============>................] - ETA: 0s - loss: 0.1005 - accuracy: 0.9671
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31/40 [======================>.......] - ETA: 0s - loss: 0.1034 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1033 - accuracy: 0.9637
40/40 [==============================] - 0s 9ms/step - loss: 0.1017 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1017 - accuracy: 0.9656 - val_loss: 0.1100 - val_accuracy: 0.9625
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.2000 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1064 - accuracy: 0.9777
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31/40 [======================>.......] - ETA: 0s - loss: 0.1017 - accuracy: 0.9698
37/40 [==========================>...] - ETA: 0s - loss: 0.1072 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1046 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.1046 - accuracy: 0.9688 - val_loss: 0.1099 - val_accuracy: 0.9563
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.0199 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1122 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1135 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1097 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.1044 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1044 - accuracy: 0.9680 - val_loss: 0.1069 - val_accuracy: 0.9563
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0837 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1282 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1023 - accuracy: 0.9657
38/40 [===========================>..] - ETA: 0s - loss: 0.1006 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0985 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0985 - accuracy: 0.9680 - val_loss: 0.0997 - val_accuracy: 0.9563
Epoch 52/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1020 - accuracy: 0.9646
40/40 [==============================] - 0s 9ms/step - loss: 0.1016 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1016 - accuracy: 0.9656 - val_loss: 0.1127 - val_accuracy: 0.9563
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.1265 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0696 - accuracy: 0.9732
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31/40 [======================>.......] - ETA: 0s - loss: 0.1001 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0974 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0974 - accuracy: 0.9703 - val_loss: 0.1025 - val_accuracy: 0.9625
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0401 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1372 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.1103 - accuracy: 0.9662
40/40 [==============================] - 0s 9ms/step - loss: 0.1072 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.1072 - accuracy: 0.9672 - val_loss: 0.1000 - val_accuracy: 0.9563
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0991 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0991 - accuracy: 0.9695 - val_loss: 0.1069 - val_accuracy: 0.9594
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0947 - accuracy: 0.9598
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30/40 [=====================>........] - ETA: 0s - loss: 0.0995 - accuracy: 0.9677
36/40 [==========================>...] - ETA: 0s - loss: 0.1008 - accuracy: 0.9653
40/40 [==============================] - 0s 10ms/step - loss: 0.1002 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1002 - accuracy: 0.9656 - val_loss: 0.1070 - val_accuracy: 0.9594
Epoch 57/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.0958 - accuracy: 0.9680
40/40 [==============================] - 1s 13ms/step - loss: 0.0958 - accuracy: 0.9680 - val_loss: 0.1013 - val_accuracy: 0.9656
Epoch 58/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0936 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0936 - accuracy: 0.9672 - val_loss: 0.1367 - val_accuracy: 0.9500
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1099 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1099 - accuracy: 0.9625 - val_loss: 0.1026 - val_accuracy: 0.9563
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.0616 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0733 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.0886 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0960 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0960 - accuracy: 0.9695 - val_loss: 0.1299 - val_accuracy: 0.9563
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1745 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0730 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0956 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0956 - accuracy: 0.9680 - val_loss: 0.1042 - val_accuracy: 0.9563
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.0269 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0469 - accuracy: 0.9866
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20/40 [==============>...............] - ETA: 0s - loss: 0.0912 - accuracy: 0.9703
27/40 [===================>..........] - ETA: 0s - loss: 0.0936 - accuracy: 0.9676
34/40 [========================>.....] - ETA: 0s - loss: 0.1014 - accuracy: 0.9678
40/40 [==============================] - 0s 8ms/step - loss: 0.0998 - accuracy: 0.9680
40/40 [==============================] - 1s 13ms/step - loss: 0.0998 - accuracy: 0.9680 - val_loss: 0.1037 - val_accuracy: 0.9594
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.0305 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0452 - accuracy: 0.9844
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36/40 [==========================>...] - ETA: 0s - loss: 0.0953 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.0975 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0975 - accuracy: 0.9656 - val_loss: 0.0996 - val_accuracy: 0.9594
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.0460 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0670 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0829 - accuracy: 0.9758
36/40 [==========================>...] - ETA: 0s - loss: 0.0875 - accuracy: 0.9722
40/40 [==============================] - 0s 10ms/step - loss: 0.0939 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0939 - accuracy: 0.9695 - val_loss: 0.1108 - val_accuracy: 0.9531
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.0335 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1074 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.0936 - accuracy: 0.9698
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40/40 [==============================] - 0s 9ms/step - loss: 0.0955 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0955 - accuracy: 0.9680 - val_loss: 0.1012 - val_accuracy: 0.9594
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0786 - accuracy: 0.9792
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30/40 [=====================>........] - ETA: 0s - loss: 0.0995 - accuracy: 0.9677
36/40 [==========================>...] - ETA: 0s - loss: 0.0981 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0942 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0942 - accuracy: 0.9695 - val_loss: 0.1067 - val_accuracy: 0.9531
Epoch 67/100
1/40 [..............................] - ETA: 0s - loss: 0.1514 - accuracy: 0.9688
5/40 [==>...........................] - ETA: 0s - loss: 0.0863 - accuracy: 0.9625
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36/40 [==========================>...] - ETA: 0s - loss: 0.0968 - accuracy: 0.9644
39/40 [============================>.] - ETA: 0s - loss: 0.0959 - accuracy: 0.9647
40/40 [==============================] - 1s 18ms/step - loss: 0.0938 - accuracy: 0.9656
40/40 [==============================] - 1s 27ms/step - loss: 0.0938 - accuracy: 0.9656 - val_loss: 0.1042 - val_accuracy: 0.9594
Epoch 68/100
1/40 [..............................] - ETA: 0s - loss: 0.0983 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0504 - accuracy: 0.9844
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36/40 [==========================>...] - ETA: 0s - loss: 0.0945 - accuracy: 0.9722
40/40 [==============================] - 0s 10ms/step - loss: 0.0960 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0960 - accuracy: 0.9703 - val_loss: 0.1273 - val_accuracy: 0.9469
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.0210 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0479 - accuracy: 0.9948
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25/40 [=================>............] - ETA: 0s - loss: 0.0858 - accuracy: 0.9700
31/40 [======================>.......] - ETA: 0s - loss: 0.0863 - accuracy: 0.9698
37/40 [==========================>...] - ETA: 0s - loss: 0.0928 - accuracy: 0.9654
40/40 [==============================] - 0s 11ms/step - loss: 0.0929 - accuracy: 0.9664
40/40 [==============================] - 1s 16ms/step - loss: 0.0929 - accuracy: 0.9664 - val_loss: 0.1160 - val_accuracy: 0.9563
Epoch 70/100
1/40 [..............................] - ETA: 0s - loss: 0.0426 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1088 - accuracy: 0.9635
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30/40 [=====================>........] - ETA: 0s - loss: 0.0978 - accuracy: 0.9719
36/40 [==========================>...] - ETA: 0s - loss: 0.0926 - accuracy: 0.9714
40/40 [==============================] - 0s 9ms/step - loss: 0.0916 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0916 - accuracy: 0.9719 - val_loss: 0.1131 - val_accuracy: 0.9594
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.3370 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.0958 - accuracy: 0.9740
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30/40 [=====================>........] - ETA: 0s - loss: 0.0893 - accuracy: 0.9698
36/40 [==========================>...] - ETA: 0s - loss: 0.0916 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0900 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0900 - accuracy: 0.9695 - val_loss: 0.0974 - val_accuracy: 0.9563
Epoch 72/100
1/40 [..............................] - ETA: 0s - loss: 0.2304 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.0797 - accuracy: 0.9583
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20/40 [==============>...............] - ETA: 0s - loss: 0.0932 - accuracy: 0.9672
27/40 [===================>..........] - ETA: 0s - loss: 0.0997 - accuracy: 0.9664
34/40 [========================>.....] - ETA: 0s - loss: 0.0972 - accuracy: 0.9688
40/40 [==============================] - 0s 8ms/step - loss: 0.0920 - accuracy: 0.9719
40/40 [==============================] - 1s 13ms/step - loss: 0.0920 - accuracy: 0.9719 - val_loss: 0.1306 - val_accuracy: 0.9563
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.0961 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1088 - accuracy: 0.9427
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36/40 [==========================>...] - ETA: 0s - loss: 0.0987 - accuracy: 0.9653
40/40 [==============================] - 0s 9ms/step - loss: 0.0982 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0982 - accuracy: 0.9672 - val_loss: 0.0940 - val_accuracy: 0.9594
Epoch 74/100
1/40 [..............................] - ETA: 0s - loss: 0.1660 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0824 - accuracy: 0.9758
37/40 [==========================>...] - ETA: 0s - loss: 0.0924 - accuracy: 0.9713
40/40 [==============================] - 0s 9ms/step - loss: 0.0922 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0922 - accuracy: 0.9711 - val_loss: 0.0944 - val_accuracy: 0.9656
Epoch 75/100
1/40 [..............................] - ETA: 0s - loss: 0.0550 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0569 - accuracy: 0.9844
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36/40 [==========================>...] - ETA: 0s - loss: 0.0923 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0910 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0910 - accuracy: 0.9695 - val_loss: 0.1091 - val_accuracy: 0.9594
Epoch 76/100
1/40 [..............................] - ETA: 0s - loss: 0.0658 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0536 - accuracy: 0.9911
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31/40 [======================>.......] - ETA: 0s - loss: 0.0904 - accuracy: 0.9698
37/40 [==========================>...] - ETA: 0s - loss: 0.0886 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0859 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0859 - accuracy: 0.9711 - val_loss: 0.1210 - val_accuracy: 0.9531
Epoch 77/100
1/40 [..............................] - ETA: 0s - loss: 0.2850 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.0906 - accuracy: 0.9740
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31/40 [======================>.......] - ETA: 0s - loss: 0.0961 - accuracy: 0.9657
38/40 [===========================>..] - ETA: 0s - loss: 0.0963 - accuracy: 0.9655
40/40 [==============================] - 0s 9ms/step - loss: 0.0921 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0921 - accuracy: 0.9672 - val_loss: 0.1048 - val_accuracy: 0.9531
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.1596 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.0919 - accuracy: 0.9583
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35/40 [=========================>....] - ETA: 1s - loss: 0.0879 - accuracy: 0.9652
36/40 [==========================>...] - ETA: 1s - loss: 0.0907 - accuracy: 0.9653
38/40 [===========================>..] - ETA: 0s - loss: 0.0882 - accuracy: 0.9671
40/40 [==============================] - 12s 303ms/step - loss: 0.0878 - accuracy: 0.9672
40/40 [==============================] - 12s 310ms/step - loss: 0.0878 - accuracy: 0.9672 - val_loss: 0.1136 - val_accuracy: 0.9594
Epoch 79/100
1/40 [..............................] - ETA: 0s - loss: 0.1258 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.0666 - accuracy: 0.9635
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38/40 [===========================>..] - ETA: 0s - loss: 0.0963 - accuracy: 0.9671
40/40 [==============================] - 0s 10ms/step - loss: 0.1042 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1042 - accuracy: 0.9625 - val_loss: 0.1374 - val_accuracy: 0.9469
Epoch 80/100
1/40 [..............................] - ETA: 0s - loss: 0.0887 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0803 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0881 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0881 - accuracy: 0.9680 - val_loss: 0.1131 - val_accuracy: 0.9594
Epoch 81/100
1/40 [..............................] - ETA: 0s - loss: 0.0212 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0760 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0927 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0927 - accuracy: 0.9672 - val_loss: 0.1175 - val_accuracy: 0.9500
Epoch 82/100
1/40 [..............................] - ETA: 0s - loss: 0.2850 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1629 - accuracy: 0.9323
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40/40 [==============================] - 0s 9ms/step - loss: 0.0981 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0981 - accuracy: 0.9656 - val_loss: 0.1017 - val_accuracy: 0.9625
Epoch 83/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0559 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0851 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0851 - accuracy: 0.9711 - val_loss: 0.0920 - val_accuracy: 0.9594
Epoch 84/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0941 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0941 - accuracy: 0.9695 - val_loss: 0.0988 - val_accuracy: 0.9594
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0894 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0894 - accuracy: 0.9719 - val_loss: 0.0970 - val_accuracy: 0.9656
Epoch 86/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0902 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0902 - accuracy: 0.9656 - val_loss: 0.1008 - val_accuracy: 0.9594
Epoch 87/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1001 - accuracy: 0.9792
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40/40 [==============================] - 0s 9ms/step - loss: 0.0970 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0970 - accuracy: 0.9680 - val_loss: 0.0964 - val_accuracy: 0.9594
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0839 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0839 - accuracy: 0.9711 - val_loss: 0.1117 - val_accuracy: 0.9594
Epoch 89/100
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40/40 [==============================] - 0s 12ms/step - loss: 0.0927 - accuracy: 0.9695
40/40 [==============================] - 1s 18ms/step - loss: 0.0927 - accuracy: 0.9695 - val_loss: 0.1089 - val_accuracy: 0.9625
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0828 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0828 - accuracy: 0.9750 - val_loss: 0.1053 - val_accuracy: 0.9594
Epoch 91/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0844 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0844 - accuracy: 0.9742 - val_loss: 0.1152 - val_accuracy: 0.9625
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0857 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0857 - accuracy: 0.9703 - val_loss: 0.0965 - val_accuracy: 0.9594
Epoch 93/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0871 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0871 - accuracy: 0.9688 - val_loss: 0.1143 - val_accuracy: 0.9594
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0695 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0861 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0861 - accuracy: 0.9734 - val_loss: 0.0898 - val_accuracy: 0.9625
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0854 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0854 - accuracy: 0.9695 - val_loss: 0.1241 - val_accuracy: 0.9500
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.2375 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1229 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.0888 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0888 - accuracy: 0.9703 - val_loss: 0.0960 - val_accuracy: 0.9594
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.2890 - accuracy: 0.9062
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40/40 [==============================] - 0s 10ms/step - loss: 0.0824 - accuracy: 0.9719
40/40 [==============================] - 1s 16ms/step - loss: 0.0824 - accuracy: 0.9719 - val_loss: 0.1122 - val_accuracy: 0.9563
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.1993 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0853 - accuracy: 0.9635
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31/40 [======================>.......] - ETA: 0s - loss: 0.0891 - accuracy: 0.9728
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40/40 [==============================] - 0s 9ms/step - loss: 0.0840 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0840 - accuracy: 0.9742 - val_loss: 0.1003 - val_accuracy: 0.9563
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.0181 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0809 - accuracy: 0.9740
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40/40 [==============================] - 0s 10ms/step - loss: 0.0844 - accuracy: 0.9727
40/40 [==============================] - 1s 16ms/step - loss: 0.0844 - accuracy: 0.9727 - val_loss: 0.0933 - val_accuracy: 0.9625
Epoch 100/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.0863 - accuracy: 0.9695
40/40 [==============================] - 1s 16ms/step - loss: 0.0863 - accuracy: 0.9695 - val_loss: 0.0891 - val_accuracy: 0.95632022-11-21 20:12:26.627188: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.962
Epoch 1/1002022-11-21 20:12:27.434044: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 29s - loss: 16.5789 - accuracy: 0.2500
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38/40 [===========================>..] - ETA: 0s - loss: 7.6571 - accuracy: 0.2492
40/40 [==============================] - 1s 11ms/step - loss: 7.4154 - accuracy: 0.24222022-11-21 20:12:28.014808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 2s 29ms/step - loss: 7.4154 - accuracy: 0.2422 - val_loss: 2.2049 - val_accuracy: 0.1844
Epoch 2/100
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40/40 [==============================] - 0s 10ms/step - loss: 1.4947 - accuracy: 0.3234
40/40 [==============================] - 1s 15ms/step - loss: 1.4947 - accuracy: 0.3234 - val_loss: 1.1258 - val_accuracy: 0.5781
Epoch 3/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.9066 - accuracy: 0.6641
40/40 [==============================] - 1s 15ms/step - loss: 0.9066 - accuracy: 0.6641 - val_loss: 0.7401 - val_accuracy: 0.6875
Epoch 4/100
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39/40 [============================>.] - ETA: 0s - loss: 0.6250 - accuracy: 0.7829
40/40 [==============================] - 0s 10ms/step - loss: 0.6216 - accuracy: 0.7844
40/40 [==============================] - 1s 16ms/step - loss: 0.6216 - accuracy: 0.7844 - val_loss: 0.5524 - val_accuracy: 0.8250
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.5223 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5396 - accuracy: 0.8036
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40/40 [==============================] - 0s 10ms/step - loss: 0.5122 - accuracy: 0.8313
40/40 [==============================] - 1s 15ms/step - loss: 0.5122 - accuracy: 0.8313 - val_loss: 0.4697 - val_accuracy: 0.8594
Epoch 6/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4482 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.4482 - accuracy: 0.8602 - val_loss: 0.4395 - val_accuracy: 0.8656
Epoch 7/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4071 - accuracy: 0.8884
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40/40 [==============================] - 0s 9ms/step - loss: 0.4059 - accuracy: 0.8820
40/40 [==============================] - 1s 15ms/step - loss: 0.4059 - accuracy: 0.8820 - val_loss: 0.4086 - val_accuracy: 0.8875
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.4716 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3805 - accuracy: 0.8839
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40/40 [==============================] - 0s 9ms/step - loss: 0.3787 - accuracy: 0.8773
40/40 [==============================] - 1s 15ms/step - loss: 0.3787 - accuracy: 0.8773 - val_loss: 0.3761 - val_accuracy: 0.8906
Epoch 9/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.3683 - accuracy: 0.8727
40/40 [==============================] - 1s 16ms/step - loss: 0.3683 - accuracy: 0.8727 - val_loss: 0.3866 - val_accuracy: 0.8531
Epoch 10/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3963 - accuracy: 0.8438
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40/40 [==============================] - 0s 9ms/step - loss: 0.3502 - accuracy: 0.8805
40/40 [==============================] - 1s 15ms/step - loss: 0.3502 - accuracy: 0.8805 - val_loss: 0.3454 - val_accuracy: 0.8906
Epoch 11/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3424 - accuracy: 0.8958
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28/40 [====================>.........] - ETA: 0s - loss: 0.3208 - accuracy: 0.9007
33/40 [=======================>......] - ETA: 0s - loss: 0.3224 - accuracy: 0.8968
38/40 [===========================>..] - ETA: 0s - loss: 0.3223 - accuracy: 0.8956
40/40 [==============================] - 0s 10ms/step - loss: 0.3208 - accuracy: 0.8938
40/40 [==============================] - 1s 16ms/step - loss: 0.3208 - accuracy: 0.8938 - val_loss: 0.3210 - val_accuracy: 0.8781
Epoch 12/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3039 - accuracy: 0.8929
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36/40 [==========================>...] - ETA: 0s - loss: 0.3136 - accuracy: 0.8924
40/40 [==============================] - 0s 9ms/step - loss: 0.3109 - accuracy: 0.8914
40/40 [==============================] - 1s 15ms/step - loss: 0.3109 - accuracy: 0.8914 - val_loss: 0.3055 - val_accuracy: 0.8906
Epoch 13/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.3407 - accuracy: 0.8698
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40/40 [==============================] - 0s 10ms/step - loss: 0.2923 - accuracy: 0.8984
40/40 [==============================] - 1s 15ms/step - loss: 0.2923 - accuracy: 0.8984 - val_loss: 0.3264 - val_accuracy: 0.8938
Epoch 14/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2668 - accuracy: 0.9115
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30/40 [=====================>........] - ETA: 0s - loss: 0.2724 - accuracy: 0.9052
36/40 [==========================>...] - ETA: 0s - loss: 0.2819 - accuracy: 0.9002
40/40 [==============================] - 0s 10ms/step - loss: 0.2859 - accuracy: 0.8977
40/40 [==============================] - 1s 15ms/step - loss: 0.2859 - accuracy: 0.8977 - val_loss: 0.2887 - val_accuracy: 0.8875
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.2118 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2713 - accuracy: 0.9018
12/40 [========>.....................] - ETA: 0s - loss: 0.2787 - accuracy: 0.9010
17/40 [===========>..................] - ETA: 0s - loss: 0.2618 - accuracy: 0.9136
23/40 [================>.............] - ETA: 0s - loss: 0.2528 - accuracy: 0.9158
29/40 [====================>.........] - ETA: 0s - loss: 0.2601 - accuracy: 0.9159
35/40 [=========================>....] - ETA: 0s - loss: 0.2633 - accuracy: 0.9125
40/40 [==============================] - 0s 10ms/step - loss: 0.2701 - accuracy: 0.9102
40/40 [==============================] - 1s 15ms/step - loss: 0.2701 - accuracy: 0.9102 - val_loss: 0.3072 - val_accuracy: 0.8750
Epoch 16/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2962 - accuracy: 0.8854
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36/40 [==========================>...] - ETA: 0s - loss: 0.2631 - accuracy: 0.9080
40/40 [==============================] - 0s 10ms/step - loss: 0.2695 - accuracy: 0.9023
40/40 [==============================] - 1s 15ms/step - loss: 0.2695 - accuracy: 0.9023 - val_loss: 0.2658 - val_accuracy: 0.9000
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.1833 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2320 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.2563 - accuracy: 0.9109
40/40 [==============================] - 1s 14ms/step - loss: 0.2563 - accuracy: 0.9109 - val_loss: 0.2636 - val_accuracy: 0.9000
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.2692 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2259 - accuracy: 0.9241
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19/40 [=============>................] - ETA: 0s - loss: 0.2374 - accuracy: 0.9079
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31/40 [======================>.......] - ETA: 0s - loss: 0.2597 - accuracy: 0.8972
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40/40 [==============================] - 0s 9ms/step - loss: 0.2510 - accuracy: 0.9031
40/40 [==============================] - 1s 15ms/step - loss: 0.2510 - accuracy: 0.9031 - val_loss: 0.2607 - val_accuracy: 0.9094
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.2608 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2358 - accuracy: 0.9167
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36/40 [==========================>...] - ETA: 0s - loss: 0.2515 - accuracy: 0.9036
40/40 [==============================] - 0s 9ms/step - loss: 0.2491 - accuracy: 0.9070
40/40 [==============================] - 1s 15ms/step - loss: 0.2491 - accuracy: 0.9070 - val_loss: 0.2526 - val_accuracy: 0.9125
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.3449 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.2328 - accuracy: 0.9010
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30/40 [=====================>........] - ETA: 0s - loss: 0.2424 - accuracy: 0.9031
36/40 [==========================>...] - ETA: 0s - loss: 0.2417 - accuracy: 0.9062
40/40 [==============================] - 0s 10ms/step - loss: 0.2368 - accuracy: 0.9094
40/40 [==============================] - 1s 15ms/step - loss: 0.2368 - accuracy: 0.9094 - val_loss: 0.2650 - val_accuracy: 0.9062
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.2743 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2512 - accuracy: 0.9152
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19/40 [=============>................] - ETA: 0s - loss: 0.2155 - accuracy: 0.9293
25/40 [=================>............] - ETA: 0s - loss: 0.2336 - accuracy: 0.9100
30/40 [=====================>........] - ETA: 0s - loss: 0.2417 - accuracy: 0.9083
36/40 [==========================>...] - ETA: 0s - loss: 0.2406 - accuracy: 0.9071
40/40 [==============================] - 0s 10ms/step - loss: 0.2370 - accuracy: 0.9102
40/40 [==============================] - 1s 16ms/step - loss: 0.2370 - accuracy: 0.9102 - val_loss: 0.2532 - val_accuracy: 0.9062
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.2337 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2163 - accuracy: 0.9167
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24/40 [=================>............] - ETA: 0s - loss: 0.2302 - accuracy: 0.9062
30/40 [=====================>........] - ETA: 0s - loss: 0.2252 - accuracy: 0.9104
36/40 [==========================>...] - ETA: 0s - loss: 0.2243 - accuracy: 0.9123
40/40 [==============================] - 0s 9ms/step - loss: 0.2307 - accuracy: 0.9094
40/40 [==============================] - 1s 14ms/step - loss: 0.2307 - accuracy: 0.9094 - val_loss: 0.2345 - val_accuracy: 0.9094
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.3033 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2495 - accuracy: 0.9271
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18/40 [============>.................] - ETA: 0s - loss: 0.2308 - accuracy: 0.9132
24/40 [=================>............] - ETA: 0s - loss: 0.2287 - accuracy: 0.9128
30/40 [=====================>........] - ETA: 0s - loss: 0.2387 - accuracy: 0.9042
36/40 [==========================>...] - ETA: 0s - loss: 0.2282 - accuracy: 0.9106
40/40 [==============================] - 0s 10ms/step - loss: 0.2304 - accuracy: 0.9094
40/40 [==============================] - 1s 15ms/step - loss: 0.2304 - accuracy: 0.9094 - val_loss: 0.2499 - val_accuracy: 0.9062
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1928 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2211 - accuracy: 0.9196
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25/40 [=================>............] - ETA: 0s - loss: 0.2154 - accuracy: 0.9150
31/40 [======================>.......] - ETA: 0s - loss: 0.2102 - accuracy: 0.9194
37/40 [==========================>...] - ETA: 0s - loss: 0.2105 - accuracy: 0.9215
40/40 [==============================] - 0s 10ms/step - loss: 0.2139 - accuracy: 0.9195
40/40 [==============================] - 1s 15ms/step - loss: 0.2139 - accuracy: 0.9195 - val_loss: 0.2208 - val_accuracy: 0.9156
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.1438 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2071 - accuracy: 0.9323
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17/40 [===========>..................] - ETA: 0s - loss: 0.2013 - accuracy: 0.9320
23/40 [================>.............] - ETA: 0s - loss: 0.1970 - accuracy: 0.9321
29/40 [====================>.........] - ETA: 0s - loss: 0.2134 - accuracy: 0.9203
35/40 [=========================>....] - ETA: 0s - loss: 0.2143 - accuracy: 0.9187
40/40 [==============================] - 0s 10ms/step - loss: 0.2096 - accuracy: 0.9234
40/40 [==============================] - 1s 15ms/step - loss: 0.2096 - accuracy: 0.9234 - val_loss: 0.2588 - val_accuracy: 0.9031
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.3540 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2224 - accuracy: 0.9018
13/40 [========>.....................] - ETA: 0s - loss: 0.2088 - accuracy: 0.9183
19/40 [=============>................] - ETA: 0s - loss: 0.2100 - accuracy: 0.9128
25/40 [=================>............] - ETA: 0s - loss: 0.2114 - accuracy: 0.9150
29/40 [====================>.........] - ETA: 0s - loss: 0.2179 - accuracy: 0.9106
34/40 [========================>.....] - ETA: 0s - loss: 0.2148 - accuracy: 0.9127
39/40 [============================>.] - ETA: 0s - loss: 0.2112 - accuracy: 0.9143
40/40 [==============================] - 0s 10ms/step - loss: 0.2122 - accuracy: 0.9133
40/40 [==============================] - 1s 16ms/step - loss: 0.2122 - accuracy: 0.9133 - val_loss: 0.2354 - val_accuracy: 0.9125
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.2685 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2188 - accuracy: 0.9063
12/40 [========>.....................] - ETA: 0s - loss: 0.2122 - accuracy: 0.9167
18/40 [============>.................] - ETA: 0s - loss: 0.2227 - accuracy: 0.9115
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30/40 [=====================>........] - ETA: 0s - loss: 0.2132 - accuracy: 0.9125
36/40 [==========================>...] - ETA: 0s - loss: 0.2057 - accuracy: 0.9158
40/40 [==============================] - 0s 9ms/step - loss: 0.1981 - accuracy: 0.9211
40/40 [==============================] - 1s 14ms/step - loss: 0.1981 - accuracy: 0.9211 - val_loss: 0.2168 - val_accuracy: 0.9250
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.1718 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2192 - accuracy: 0.9219
12/40 [========>.....................] - ETA: 0s - loss: 0.1974 - accuracy: 0.9297
18/40 [============>.................] - ETA: 0s - loss: 0.2133 - accuracy: 0.9115
24/40 [=================>............] - ETA: 0s - loss: 0.1982 - accuracy: 0.9232
30/40 [=====================>........] - ETA: 0s - loss: 0.1957 - accuracy: 0.9250
36/40 [==========================>...] - ETA: 0s - loss: 0.1944 - accuracy: 0.9271
40/40 [==============================] - 0s 10ms/step - loss: 0.1932 - accuracy: 0.9297
40/40 [==============================] - 1s 15ms/step - loss: 0.1932 - accuracy: 0.9297 - val_loss: 0.2074 - val_accuracy: 0.9187
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.1567 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1990 - accuracy: 0.9375
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19/40 [=============>................] - ETA: 0s - loss: 0.2078 - accuracy: 0.9227
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31/40 [======================>.......] - ETA: 0s - loss: 0.2063 - accuracy: 0.9204
37/40 [==========================>...] - ETA: 0s - loss: 0.2069 - accuracy: 0.9181
40/40 [==============================] - 0s 9ms/step - loss: 0.2022 - accuracy: 0.9211
40/40 [==============================] - 1s 15ms/step - loss: 0.2022 - accuracy: 0.9211 - val_loss: 0.2046 - val_accuracy: 0.9156
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1495 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1921 - accuracy: 0.9375
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19/40 [=============>................] - ETA: 0s - loss: 0.1865 - accuracy: 0.9293
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31/40 [======================>.......] - ETA: 0s - loss: 0.1907 - accuracy: 0.9284
37/40 [==========================>...] - ETA: 0s - loss: 0.1974 - accuracy: 0.9265
40/40 [==============================] - 0s 10ms/step - loss: 0.1943 - accuracy: 0.9273
40/40 [==============================] - 1s 15ms/step - loss: 0.1943 - accuracy: 0.9273 - val_loss: 0.2044 - val_accuracy: 0.9187
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1119 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1761 - accuracy: 0.9167
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30/40 [=====================>........] - ETA: 0s - loss: 0.1909 - accuracy: 0.9219
36/40 [==========================>...] - ETA: 0s - loss: 0.1900 - accuracy: 0.9271
40/40 [==============================] - 0s 10ms/step - loss: 0.1885 - accuracy: 0.9289
40/40 [==============================] - 1s 15ms/step - loss: 0.1885 - accuracy: 0.9289 - val_loss: 0.2248 - val_accuracy: 0.9219
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2012 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2132 - accuracy: 0.9107
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19/40 [=============>................] - ETA: 0s - loss: 0.1950 - accuracy: 0.9178
25/40 [=================>............] - ETA: 0s - loss: 0.1826 - accuracy: 0.9250
31/40 [======================>.......] - ETA: 0s - loss: 0.1875 - accuracy: 0.9264
37/40 [==========================>...] - ETA: 0s - loss: 0.1992 - accuracy: 0.9206
40/40 [==============================] - 0s 9ms/step - loss: 0.1940 - accuracy: 0.9234
40/40 [==============================] - 1s 14ms/step - loss: 0.1940 - accuracy: 0.9234 - val_loss: 0.2089 - val_accuracy: 0.9156
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.1603 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1827 - accuracy: 0.9271
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36/40 [==========================>...] - ETA: 0s - loss: 0.1937 - accuracy: 0.9297
40/40 [==============================] - 0s 9ms/step - loss: 0.1905 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.1905 - accuracy: 0.9328 - val_loss: 0.1934 - val_accuracy: 0.9281
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1938 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1691 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1887 - accuracy: 0.9325
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40/40 [==============================] - 0s 10ms/step - loss: 0.1807 - accuracy: 0.9359
40/40 [==============================] - 1s 15ms/step - loss: 0.1807 - accuracy: 0.9359 - val_loss: 0.1889 - val_accuracy: 0.9250
Epoch 35/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2106 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.1998 - accuracy: 0.9234
37/40 [==========================>...] - ETA: 0s - loss: 0.1940 - accuracy: 0.9282
40/40 [==============================] - 0s 10ms/step - loss: 0.1876 - accuracy: 0.9305
40/40 [==============================] - 1s 15ms/step - loss: 0.1876 - accuracy: 0.9305 - val_loss: 0.2172 - val_accuracy: 0.9125
Epoch 36/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2274 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1815 - accuracy: 0.9313
40/40 [==============================] - 1s 15ms/step - loss: 0.1815 - accuracy: 0.9313 - val_loss: 0.1920 - val_accuracy: 0.9219
Epoch 37/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1727 - accuracy: 0.9320
40/40 [==============================] - 1s 15ms/step - loss: 0.1727 - accuracy: 0.9320 - val_loss: 0.1857 - val_accuracy: 0.9219
Epoch 38/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1766 - accuracy: 0.9336
40/40 [==============================] - 1s 14ms/step - loss: 0.1766 - accuracy: 0.9336 - val_loss: 0.1900 - val_accuracy: 0.9344
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1679 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1679 - accuracy: 0.9375 - val_loss: 0.1857 - val_accuracy: 0.9313
Epoch 40/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1635 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1635 - accuracy: 0.9367 - val_loss: 0.1905 - val_accuracy: 0.9187
Epoch 41/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1661 - accuracy: 0.9383
40/40 [==============================] - 1s 15ms/step - loss: 0.1661 - accuracy: 0.9383 - val_loss: 0.1999 - val_accuracy: 0.9219
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1176 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1634 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1634 - accuracy: 0.9375 - val_loss: 0.1803 - val_accuracy: 0.9375
Epoch 43/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1613 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1613 - accuracy: 0.9367 - val_loss: 0.1807 - val_accuracy: 0.9281
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1567 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1567 - accuracy: 0.9438 - val_loss: 0.1821 - val_accuracy: 0.9406
Epoch 45/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1575 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1575 - accuracy: 0.9375 - val_loss: 0.1692 - val_accuracy: 0.9344
Epoch 46/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1537 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1537 - accuracy: 0.9422 - val_loss: 0.1721 - val_accuracy: 0.9344
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1523 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.1517 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1517 - accuracy: 0.9422 - val_loss: 0.1666 - val_accuracy: 0.9344
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1534 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1534 - accuracy: 0.9422 - val_loss: 0.1707 - val_accuracy: 0.9281
Epoch 49/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1552 - accuracy: 0.9427
40/40 [==============================] - 0s 9ms/step - loss: 0.1497 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1497 - accuracy: 0.9461 - val_loss: 0.1763 - val_accuracy: 0.9281
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1535 - accuracy: 0.9430
40/40 [==============================] - 1s 15ms/step - loss: 0.1535 - accuracy: 0.9430 - val_loss: 0.1679 - val_accuracy: 0.9313
Epoch 51/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1424 - accuracy: 0.9497
40/40 [==============================] - 0s 10ms/step - loss: 0.1480 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1480 - accuracy: 0.9461 - val_loss: 0.1703 - val_accuracy: 0.9281
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1529 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1529 - accuracy: 0.9445 - val_loss: 0.1592 - val_accuracy: 0.9344
Epoch 53/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1130 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.1418 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1418 - accuracy: 0.9445 - val_loss: 0.1844 - val_accuracy: 0.9187
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1476 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1476 - accuracy: 0.9477 - val_loss: 0.1580 - val_accuracy: 0.9344
Epoch 55/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1384 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1384 - accuracy: 0.9508 - val_loss: 0.1827 - val_accuracy: 0.9250
Epoch 56/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1399 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1399 - accuracy: 0.9500 - val_loss: 0.1653 - val_accuracy: 0.9281
Epoch 57/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1207 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.1473 - accuracy: 0.9438
40/40 [==============================] - 1s 15ms/step - loss: 0.1473 - accuracy: 0.9438 - val_loss: 0.1896 - val_accuracy: 0.9344
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1381 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1381 - accuracy: 0.9461 - val_loss: 0.1561 - val_accuracy: 0.9406
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1819 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1410 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1410 - accuracy: 0.9477 - val_loss: 0.1522 - val_accuracy: 0.9469
Epoch 60/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2033 - accuracy: 0.9063
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40/40 [==============================] - 0s 9ms/step - loss: 0.1432 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1432 - accuracy: 0.9422 - val_loss: 0.1624 - val_accuracy: 0.9344
Epoch 61/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1192 - accuracy: 0.9598
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40/40 [==============================] - 0s 10ms/step - loss: 0.1389 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1389 - accuracy: 0.9461 - val_loss: 0.1663 - val_accuracy: 0.9344
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1380 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1380 - accuracy: 0.9477 - val_loss: 0.1516 - val_accuracy: 0.9469
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1376 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1376 - accuracy: 0.9500 - val_loss: 0.1589 - val_accuracy: 0.9344
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1324 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1324 - accuracy: 0.9531 - val_loss: 0.1433 - val_accuracy: 0.9438
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1348 - accuracy: 0.9492
40/40 [==============================] - 1s 20ms/step - loss: 0.1348 - accuracy: 0.9492 - val_loss: 0.1849 - val_accuracy: 0.9313
Epoch 66/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1327 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1327 - accuracy: 0.9547 - val_loss: 0.1751 - val_accuracy: 0.9375
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1270 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1270 - accuracy: 0.9531 - val_loss: 0.1487 - val_accuracy: 0.9469
Epoch 68/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1340 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1340 - accuracy: 0.9500 - val_loss: 0.1673 - val_accuracy: 0.9406
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1252 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1252 - accuracy: 0.9539 - val_loss: 0.1502 - val_accuracy: 0.9469
Epoch 70/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1581 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1244 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1244 - accuracy: 0.9539 - val_loss: 0.1384 - val_accuracy: 0.9469
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1294 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1423 - accuracy: 0.9477
40/40 [==============================] - 1s 15ms/step - loss: 0.1423 - accuracy: 0.9477 - val_loss: 0.1504 - val_accuracy: 0.9375
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1377 - accuracy: 0.9477
40/40 [==============================] - 1s 15ms/step - loss: 0.1377 - accuracy: 0.9477 - val_loss: 0.1363 - val_accuracy: 0.9531
Epoch 73/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1240 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1240 - accuracy: 0.9531 - val_loss: 0.1468 - val_accuracy: 0.9469
Epoch 74/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1411 - accuracy: 0.9444
40/40 [==============================] - 0s 10ms/step - loss: 0.1440 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1440 - accuracy: 0.9422 - val_loss: 0.1758 - val_accuracy: 0.9313
Epoch 75/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1330 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1330 - accuracy: 0.9508 - val_loss: 0.1398 - val_accuracy: 0.9531
Epoch 76/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0733 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.1219 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1219 - accuracy: 0.9523 - val_loss: 0.1410 - val_accuracy: 0.9531
Epoch 77/100
1/40 [..............................] - ETA: 0s - loss: 0.0316 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0872 - accuracy: 0.9740
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34/40 [========================>.....] - ETA: 0s - loss: 0.1321 - accuracy: 0.9559
40/40 [==============================] - 0s 10ms/step - loss: 0.1246 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1246 - accuracy: 0.9586 - val_loss: 0.1301 - val_accuracy: 0.9531
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.1782 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1326 - accuracy: 0.9531
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29/40 [====================>.........] - ETA: 0s - loss: 0.1292 - accuracy: 0.9526
35/40 [=========================>....] - ETA: 0s - loss: 0.1288 - accuracy: 0.9518
40/40 [==============================] - 0s 10ms/step - loss: 0.1305 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1305 - accuracy: 0.9508 - val_loss: 0.1417 - val_accuracy: 0.9500
Epoch 79/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1536 - accuracy: 0.9531
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40/40 [==============================] - 0s 10ms/step - loss: 0.1249 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1249 - accuracy: 0.9555 - val_loss: 0.1419 - val_accuracy: 0.9469
Epoch 80/100
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35/40 [=========================>....] - ETA: 0s - loss: 0.1189 - accuracy: 0.9580
40/40 [==============================] - 0s 9ms/step - loss: 0.1192 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1192 - accuracy: 0.9563 - val_loss: 0.1412 - val_accuracy: 0.9406
Epoch 81/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1347 - accuracy: 0.9375
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36/40 [==========================>...] - ETA: 0s - loss: 0.1239 - accuracy: 0.9505
40/40 [==============================] - 0s 9ms/step - loss: 0.1199 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1199 - accuracy: 0.9523 - val_loss: 0.1372 - val_accuracy: 0.9500
Epoch 82/100
1/40 [..............................] - ETA: 0s - loss: 0.0292 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0863 - accuracy: 0.9777
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30/40 [=====================>........] - ETA: 0s - loss: 0.1135 - accuracy: 0.9615
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40/40 [==============================] - 0s 10ms/step - loss: 0.1185 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1185 - accuracy: 0.9578 - val_loss: 0.1309 - val_accuracy: 0.9563
Epoch 83/100
1/40 [..............................] - ETA: 0s - loss: 0.0379 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1080 - accuracy: 0.9643
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40/40 [==============================] - 0s 10ms/step - loss: 0.1187 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1187 - accuracy: 0.9594 - val_loss: 0.1326 - val_accuracy: 0.9531
Epoch 84/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1093 - accuracy: 0.9427
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18/40 [============>.................] - ETA: 0s - loss: 0.1080 - accuracy: 0.9601
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40/40 [==============================] - 0s 9ms/step - loss: 0.1213 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1213 - accuracy: 0.9570 - val_loss: 0.1301 - val_accuracy: 0.9531
Epoch 85/100
1/40 [..............................] - ETA: 0s - loss: 0.0765 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1453 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1176 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1176 - accuracy: 0.9516 - val_loss: 0.1275 - val_accuracy: 0.9469
Epoch 86/100
1/40 [..............................] - ETA: 0s - loss: 0.1136 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1447 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.1170 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1170 - accuracy: 0.9523 - val_loss: 0.1273 - val_accuracy: 0.9531
Epoch 87/100
1/40 [..............................] - ETA: 0s - loss: 0.0277 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1252 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1198 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1198 - accuracy: 0.9523 - val_loss: 0.1275 - val_accuracy: 0.9531
Epoch 88/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1548 - accuracy: 0.9427
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40/40 [==============================] - 0s 10ms/step - loss: 0.1184 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1184 - accuracy: 0.9563 - val_loss: 0.1289 - val_accuracy: 0.9625
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1174 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1174 - accuracy: 0.9563 - val_loss: 0.1245 - val_accuracy: 0.9594
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1216 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1216 - accuracy: 0.9547 - val_loss: 0.1285 - val_accuracy: 0.9531
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1126 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1126 - accuracy: 0.9586 - val_loss: 0.1464 - val_accuracy: 0.9313
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1221 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1221 - accuracy: 0.9547 - val_loss: 0.1285 - val_accuracy: 0.9500
Epoch 93/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1264 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1237 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1237 - accuracy: 0.9539 - val_loss: 0.1234 - val_accuracy: 0.9656
Epoch 94/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1309 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.1131 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1131 - accuracy: 0.9578 - val_loss: 0.1320 - val_accuracy: 0.9500
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.2048 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9732
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36/40 [==========================>...] - ETA: 0s - loss: 0.1061 - accuracy: 0.9575
40/40 [==============================] - 0s 10ms/step - loss: 0.1135 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1135 - accuracy: 0.9570 - val_loss: 0.1222 - val_accuracy: 0.9594
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.1456 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1051 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1079 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1079 - accuracy: 0.9594 - val_loss: 0.1207 - val_accuracy: 0.9563
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.0668 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1235 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1093 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1093 - accuracy: 0.9586 - val_loss: 0.1376 - val_accuracy: 0.9469
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.1135 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0929 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.1236 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1236 - accuracy: 0.9539 - val_loss: 0.1272 - val_accuracy: 0.9531
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.0582 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1156 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1178 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1178 - accuracy: 0.9609 - val_loss: 0.1211 - val_accuracy: 0.9594
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1287 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1852 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.1076 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1076 - accuracy: 0.9570 - val_loss: 0.1499 - val_accuracy: 0.94382022-11-21 20:13:26.947462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 3ms/step
13/13 [==============================] - 0s 3ms/step
[1] 0.952
Epoch 1/1002022-11-21 20:13:27.215422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 5.8361 - accuracy: 0.3125
5/40 [==>...........................] - ETA: 0s - loss: 5.4472 - accuracy: 0.2812
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17/40 [===========>..................] - ETA: 0s - loss: 4.1930 - accuracy: 0.3143
23/40 [================>.............] - ETA: 0s - loss: 3.8582 - accuracy: 0.3288
29/40 [====================>.........] - ETA: 0s - loss: 3.7379 - accuracy: 0.3427
35/40 [=========================>....] - ETA: 0s - loss: 3.5613 - accuracy: 0.3482
40/40 [==============================] - 1s 10ms/step - loss: 3.4233 - accuracy: 0.34922022-11-21 20:13:27.762291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 3.4233 - accuracy: 0.3492 - val_loss: 2.2270 - val_accuracy: 0.4125
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 2.2914 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 2.1877 - accuracy: 0.3884
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20/40 [==============>...............] - ETA: 0s - loss: 2.1068 - accuracy: 0.4391
27/40 [===================>..........] - ETA: 0s - loss: 2.0234 - accuracy: 0.4340
34/40 [========================>.....] - ETA: 0s - loss: 1.9390 - accuracy: 0.4347
40/40 [==============================] - 0s 9ms/step - loss: 1.8830 - accuracy: 0.4242
40/40 [==============================] - 1s 14ms/step - loss: 1.8830 - accuracy: 0.4242 - val_loss: 1.4657 - val_accuracy: 0.4250
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 1.8295 - accuracy: 0.3750
6/40 [===>..........................] - ETA: 0s - loss: 1.5756 - accuracy: 0.3906
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29/40 [====================>.........] - ETA: 0s - loss: 1.3551 - accuracy: 0.4634
35/40 [=========================>....] - ETA: 0s - loss: 1.3461 - accuracy: 0.4580
40/40 [==============================] - 0s 9ms/step - loss: 1.3229 - accuracy: 0.4602
40/40 [==============================] - 1s 14ms/step - loss: 1.3229 - accuracy: 0.4602 - val_loss: 1.1133 - val_accuracy: 0.4688
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.0411 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.0510 - accuracy: 0.5179
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18/40 [============>.................] - ETA: 0s - loss: 1.0548 - accuracy: 0.5017
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30/40 [=====================>........] - ETA: 0s - loss: 1.0203 - accuracy: 0.4865
36/40 [==========================>...] - ETA: 0s - loss: 0.9947 - accuracy: 0.4931
40/40 [==============================] - 0s 9ms/step - loss: 0.9809 - accuracy: 0.4992
40/40 [==============================] - 1s 14ms/step - loss: 0.9809 - accuracy: 0.4992 - val_loss: 0.8174 - val_accuracy: 0.5688
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.9201 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 0.7722 - accuracy: 0.6518
13/40 [========>.....................] - ETA: 0s - loss: 0.7480 - accuracy: 0.6683
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25/40 [=================>............] - ETA: 0s - loss: 0.7275 - accuracy: 0.6900
31/40 [======================>.......] - ETA: 0s - loss: 0.7182 - accuracy: 0.7067
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40/40 [==============================] - 0s 9ms/step - loss: 0.6988 - accuracy: 0.7211
40/40 [==============================] - 1s 14ms/step - loss: 0.6988 - accuracy: 0.7211 - val_loss: 0.6323 - val_accuracy: 0.7563
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.7296 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 0.6321 - accuracy: 0.7679
13/40 [========>.....................] - ETA: 0s - loss: 0.6058 - accuracy: 0.7981
19/40 [=============>................] - ETA: 0s - loss: 0.5997 - accuracy: 0.8076
25/40 [=================>............] - ETA: 0s - loss: 0.5911 - accuracy: 0.8162
31/40 [======================>.......] - ETA: 0s - loss: 0.5794 - accuracy: 0.8115
37/40 [==========================>...] - ETA: 0s - loss: 0.5670 - accuracy: 0.8125
40/40 [==============================] - 0s 9ms/step - loss: 0.5581 - accuracy: 0.8156
40/40 [==============================] - 1s 14ms/step - loss: 0.5581 - accuracy: 0.8156 - val_loss: 0.5266 - val_accuracy: 0.8031
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.4043 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4543 - accuracy: 0.8661
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31/40 [======================>.......] - ETA: 0s - loss: 0.4708 - accuracy: 0.8669
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40/40 [==============================] - 0s 9ms/step - loss: 0.4735 - accuracy: 0.8672
40/40 [==============================] - 1s 14ms/step - loss: 0.4735 - accuracy: 0.8672 - val_loss: 0.4641 - val_accuracy: 0.8531
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.5261 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.4329 - accuracy: 0.9062
13/40 [========>.....................] - ETA: 0s - loss: 0.4260 - accuracy: 0.8918
20/40 [==============>...............] - ETA: 0s - loss: 0.4278 - accuracy: 0.8906
27/40 [===================>..........] - ETA: 0s - loss: 0.4183 - accuracy: 0.8935
34/40 [========================>.....] - ETA: 0s - loss: 0.4132 - accuracy: 0.8906
40/40 [==============================] - 0s 8ms/step - loss: 0.4169 - accuracy: 0.8875
40/40 [==============================] - 1s 14ms/step - loss: 0.4169 - accuracy: 0.8875 - val_loss: 0.4039 - val_accuracy: 0.8813
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.3902 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4108 - accuracy: 0.8839
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31/40 [======================>.......] - ETA: 0s - loss: 0.3825 - accuracy: 0.8851
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40/40 [==============================] - 0s 9ms/step - loss: 0.3712 - accuracy: 0.8914
40/40 [==============================] - 1s 14ms/step - loss: 0.3712 - accuracy: 0.8914 - val_loss: 0.3607 - val_accuracy: 0.8844
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.3411 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3547 - accuracy: 0.9062
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30/40 [=====================>........] - ETA: 0s - loss: 0.3370 - accuracy: 0.9052
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40/40 [==============================] - 0s 9ms/step - loss: 0.3343 - accuracy: 0.9094
40/40 [==============================] - 1s 14ms/step - loss: 0.3343 - accuracy: 0.9094 - val_loss: 0.3242 - val_accuracy: 0.8875
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.3288 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2979 - accuracy: 0.9241
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31/40 [======================>.......] - ETA: 0s - loss: 0.3099 - accuracy: 0.9093
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40/40 [==============================] - 0s 9ms/step - loss: 0.3017 - accuracy: 0.9141
40/40 [==============================] - 1s 14ms/step - loss: 0.3017 - accuracy: 0.9141 - val_loss: 0.2938 - val_accuracy: 0.8969
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.2480 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2705 - accuracy: 0.9219
12/40 [========>.....................] - ETA: 0s - loss: 0.2626 - accuracy: 0.9271
18/40 [============>.................] - ETA: 0s - loss: 0.2871 - accuracy: 0.9167
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30/40 [=====================>........] - ETA: 0s - loss: 0.2808 - accuracy: 0.9229
36/40 [==========================>...] - ETA: 0s - loss: 0.2751 - accuracy: 0.9236
40/40 [==============================] - 0s 9ms/step - loss: 0.2741 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2741 - accuracy: 0.9258 - val_loss: 0.2692 - val_accuracy: 0.9000
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.3042 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2605 - accuracy: 0.9219
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38/40 [===========================>..] - ETA: 0s - loss: 0.2514 - accuracy: 0.9309
40/40 [==============================] - 0s 9ms/step - loss: 0.2562 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.2562 - accuracy: 0.9297 - val_loss: 0.2511 - val_accuracy: 0.9125
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.1606 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2694 - accuracy: 0.9167
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31/40 [======================>.......] - ETA: 0s - loss: 0.2396 - accuracy: 0.9294
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40/40 [==============================] - 0s 9ms/step - loss: 0.2404 - accuracy: 0.9266
40/40 [==============================] - 1s 14ms/step - loss: 0.2404 - accuracy: 0.9266 - val_loss: 0.2306 - val_accuracy: 0.9125
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.2069 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1865 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.2118 - accuracy: 0.9435
37/40 [==========================>...] - ETA: 0s - loss: 0.2191 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.2170 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.2170 - accuracy: 0.9391 - val_loss: 0.2105 - val_accuracy: 0.9219
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.2146 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2333 - accuracy: 0.9152
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25/40 [=================>............] - ETA: 0s - loss: 0.2223 - accuracy: 0.9312
29/40 [====================>.........] - ETA: 0s - loss: 0.2197 - accuracy: 0.9321
34/40 [========================>.....] - ETA: 0s - loss: 0.2175 - accuracy: 0.9338
40/40 [==============================] - 0s 10ms/step - loss: 0.2113 - accuracy: 0.9383
40/40 [==============================] - 1s 15ms/step - loss: 0.2113 - accuracy: 0.9383 - val_loss: 0.2028 - val_accuracy: 0.9250
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.1954 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1804 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.1788 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.1924 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.1924 - accuracy: 0.9391 - val_loss: 0.1927 - val_accuracy: 0.9281
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.2183 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1964 - accuracy: 0.9375
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19/40 [=============>................] - ETA: 0s - loss: 0.1841 - accuracy: 0.9424
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31/40 [======================>.......] - ETA: 0s - loss: 0.1978 - accuracy: 0.9365
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40/40 [==============================] - 0s 9ms/step - loss: 0.1834 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1834 - accuracy: 0.9461 - val_loss: 0.1924 - val_accuracy: 0.9250
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.1435 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1498 - accuracy: 0.9583
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20/40 [==============>...............] - ETA: 0s - loss: 0.1953 - accuracy: 0.9328
27/40 [===================>..........] - ETA: 0s - loss: 0.1838 - accuracy: 0.9340
34/40 [========================>.....] - ETA: 0s - loss: 0.1856 - accuracy: 0.9366
40/40 [==============================] - 0s 8ms/step - loss: 0.1818 - accuracy: 0.9414
40/40 [==============================] - 1s 13ms/step - loss: 0.1818 - accuracy: 0.9414 - val_loss: 0.1698 - val_accuracy: 0.9406
Epoch 20/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2099 - accuracy: 0.9196
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31/40 [======================>.......] - ETA: 0s - loss: 0.1797 - accuracy: 0.9466
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40/40 [==============================] - 0s 9ms/step - loss: 0.1718 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1718 - accuracy: 0.9492 - val_loss: 0.1635 - val_accuracy: 0.9313
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.1306 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1463 - accuracy: 0.9554
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19/40 [=============>................] - ETA: 0s - loss: 0.1615 - accuracy: 0.9490
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31/40 [======================>.......] - ETA: 0s - loss: 0.1624 - accuracy: 0.9466
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40/40 [==============================] - 0s 9ms/step - loss: 0.1608 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1608 - accuracy: 0.9477 - val_loss: 0.1553 - val_accuracy: 0.9500
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.1387 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1612 - accuracy: 0.9643
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19/40 [=============>................] - ETA: 0s - loss: 0.1750 - accuracy: 0.9556
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31/40 [======================>.......] - ETA: 0s - loss: 0.1718 - accuracy: 0.9486
37/40 [==========================>...] - ETA: 0s - loss: 0.1652 - accuracy: 0.9493
40/40 [==============================] - 0s 9ms/step - loss: 0.1607 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1607 - accuracy: 0.9516 - val_loss: 0.1635 - val_accuracy: 0.9438
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.1358 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1627 - accuracy: 0.9375
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18/40 [============>.................] - ETA: 0s - loss: 0.1616 - accuracy: 0.9497
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30/40 [=====================>........] - ETA: 0s - loss: 0.1567 - accuracy: 0.9542
36/40 [==========================>...] - ETA: 0s - loss: 0.1619 - accuracy: 0.9531
40/40 [==============================] - 0s 9ms/step - loss: 0.1562 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1562 - accuracy: 0.9555 - val_loss: 0.1557 - val_accuracy: 0.9375
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1116 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1718 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1676 - accuracy: 0.9479
18/40 [============>.................] - ETA: 0s - loss: 0.1583 - accuracy: 0.9410
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30/40 [=====================>........] - ETA: 0s - loss: 0.1515 - accuracy: 0.9479
36/40 [==========================>...] - ETA: 0s - loss: 0.1593 - accuracy: 0.9462
40/40 [==============================] - 0s 9ms/step - loss: 0.1532 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1532 - accuracy: 0.9492 - val_loss: 0.1532 - val_accuracy: 0.9406
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.1265 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1491 - accuracy: 0.9598
14/40 [=========>....................] - ETA: 0s - loss: 0.1370 - accuracy: 0.9554
21/40 [==============>...............] - ETA: 0s - loss: 0.1467 - accuracy: 0.9494
28/40 [====================>.........] - ETA: 0s - loss: 0.1476 - accuracy: 0.9542
35/40 [=========================>....] - ETA: 0s - loss: 0.1454 - accuracy: 0.9545
40/40 [==============================] - 0s 8ms/step - loss: 0.1461 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1461 - accuracy: 0.9539 - val_loss: 0.1342 - val_accuracy: 0.9406
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.0770 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1083 - accuracy: 0.9635
12/40 [========>.....................] - ETA: 0s - loss: 0.1151 - accuracy: 0.9583
18/40 [============>.................] - ETA: 0s - loss: 0.1418 - accuracy: 0.9479
24/40 [=================>............] - ETA: 0s - loss: 0.1384 - accuracy: 0.9479
30/40 [=====================>........] - ETA: 0s - loss: 0.1355 - accuracy: 0.9510
36/40 [==========================>...] - ETA: 0s - loss: 0.1339 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1389 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1389 - accuracy: 0.9516 - val_loss: 0.1309 - val_accuracy: 0.9531
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.1248 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1507 - accuracy: 0.9420
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18/40 [============>.................] - ETA: 0s - loss: 0.1477 - accuracy: 0.9375
24/40 [=================>............] - ETA: 0s - loss: 0.1339 - accuracy: 0.9466
30/40 [=====================>........] - ETA: 0s - loss: 0.1383 - accuracy: 0.9500
36/40 [==========================>...] - ETA: 0s - loss: 0.1366 - accuracy: 0.9505
40/40 [==============================] - 0s 9ms/step - loss: 0.1340 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1340 - accuracy: 0.9516 - val_loss: 0.1275 - val_accuracy: 0.9531
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2710 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1241 - accuracy: 0.9643
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19/40 [=============>................] - ETA: 0s - loss: 0.1328 - accuracy: 0.9572
25/40 [=================>............] - ETA: 0s - loss: 0.1327 - accuracy: 0.9600
31/40 [======================>.......] - ETA: 0s - loss: 0.1338 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1301 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1354 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1354 - accuracy: 0.9609 - val_loss: 0.1342 - val_accuracy: 0.9500
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.0732 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1703 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.1431 - accuracy: 0.9399
19/40 [=============>................] - ETA: 0s - loss: 0.1420 - accuracy: 0.9424
25/40 [=================>............] - ETA: 0s - loss: 0.1396 - accuracy: 0.9475
31/40 [======================>.......] - ETA: 0s - loss: 0.1314 - accuracy: 0.9506
37/40 [==========================>...] - ETA: 0s - loss: 0.1304 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1269 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1269 - accuracy: 0.9555 - val_loss: 0.1405 - val_accuracy: 0.9500
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.0242 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0915 - accuracy: 0.9844
12/40 [========>.....................] - ETA: 0s - loss: 0.1231 - accuracy: 0.9661
18/40 [============>.................] - ETA: 0s - loss: 0.1129 - accuracy: 0.9688
24/40 [=================>............] - ETA: 0s - loss: 0.1266 - accuracy: 0.9609
31/40 [======================>.......] - ETA: 0s - loss: 0.1261 - accuracy: 0.9597
38/40 [===========================>..] - ETA: 0s - loss: 0.1253 - accuracy: 0.9605
40/40 [==============================] - 0s 9ms/step - loss: 0.1319 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1319 - accuracy: 0.9586 - val_loss: 0.1297 - val_accuracy: 0.9500
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1121 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1079 - accuracy: 0.9732
13/40 [========>.....................] - ETA: 0s - loss: 0.1159 - accuracy: 0.9712
20/40 [==============>...............] - ETA: 0s - loss: 0.1215 - accuracy: 0.9625
26/40 [==================>...........] - ETA: 0s - loss: 0.1221 - accuracy: 0.9603
32/40 [=======================>......] - ETA: 0s - loss: 0.1180 - accuracy: 0.9629
38/40 [===========================>..] - ETA: 0s - loss: 0.1269 - accuracy: 0.9613
40/40 [==============================] - 0s 9ms/step - loss: 0.1244 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1244 - accuracy: 0.9617 - val_loss: 0.1253 - val_accuracy: 0.9594
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.1388 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1180 - accuracy: 0.9598
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19/40 [=============>................] - ETA: 0s - loss: 0.1289 - accuracy: 0.9589
25/40 [=================>............] - ETA: 0s - loss: 0.1321 - accuracy: 0.9562
31/40 [======================>.......] - ETA: 0s - loss: 0.1329 - accuracy: 0.9546
37/40 [==========================>...] - ETA: 0s - loss: 0.1321 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1283 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1283 - accuracy: 0.9578 - val_loss: 0.1262 - val_accuracy: 0.9469
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.0985 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1780 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.1633 - accuracy: 0.9479
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30/40 [=====================>........] - ETA: 0s - loss: 0.1278 - accuracy: 0.9563
36/40 [==========================>...] - ETA: 0s - loss: 0.1198 - accuracy: 0.9592
40/40 [==============================] - 0s 9ms/step - loss: 0.1212 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1212 - accuracy: 0.9578 - val_loss: 0.1121 - val_accuracy: 0.9500
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.0866 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1076 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1154 - accuracy: 0.9519
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25/40 [=================>............] - ETA: 0s - loss: 0.1366 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1283 - accuracy: 0.9466
37/40 [==========================>...] - ETA: 0s - loss: 0.1174 - accuracy: 0.9527
40/40 [==============================] - 0s 9ms/step - loss: 0.1216 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1216 - accuracy: 0.9531 - val_loss: 0.1251 - val_accuracy: 0.9594
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.0264 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1434 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.1211 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.1159 - accuracy: 0.9556
25/40 [=================>............] - ETA: 0s - loss: 0.1131 - accuracy: 0.9613
31/40 [======================>.......] - ETA: 0s - loss: 0.1124 - accuracy: 0.9627
37/40 [==========================>...] - ETA: 0s - loss: 0.1132 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1191 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1191 - accuracy: 0.9609 - val_loss: 0.1197 - val_accuracy: 0.9531
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1042 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1534 - accuracy: 0.9598
14/40 [=========>....................] - ETA: 0s - loss: 0.1372 - accuracy: 0.9554
21/40 [==============>...............] - ETA: 0s - loss: 0.1340 - accuracy: 0.9554
28/40 [====================>.........] - ETA: 0s - loss: 0.1277 - accuracy: 0.9598
35/40 [=========================>....] - ETA: 0s - loss: 0.1236 - accuracy: 0.9598
40/40 [==============================] - 0s 8ms/step - loss: 0.1180 - accuracy: 0.9617
40/40 [==============================] - 1s 13ms/step - loss: 0.1180 - accuracy: 0.9617 - val_loss: 0.1399 - val_accuracy: 0.9438
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.1327 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1144 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1111 - accuracy: 0.9519
19/40 [=============>................] - ETA: 0s - loss: 0.1246 - accuracy: 0.9523
25/40 [=================>............] - ETA: 0s - loss: 0.1315 - accuracy: 0.9525
31/40 [======================>.......] - ETA: 0s - loss: 0.1194 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1159 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1183 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1183 - accuracy: 0.9570 - val_loss: 0.1280 - val_accuracy: 0.9500
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.0880 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1133 - accuracy: 0.9509
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19/40 [=============>................] - ETA: 0s - loss: 0.1195 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1084 - accuracy: 0.9663
31/40 [======================>.......] - ETA: 0s - loss: 0.1188 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1242 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1204 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1204 - accuracy: 0.9625 - val_loss: 0.1127 - val_accuracy: 0.9594
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1145 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1535 - accuracy: 0.9420
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19/40 [=============>................] - ETA: 0s - loss: 0.1170 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1196 - accuracy: 0.9625
31/40 [======================>.......] - ETA: 0s - loss: 0.1094 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1067 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.1084 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1084 - accuracy: 0.9641 - val_loss: 0.1249 - val_accuracy: 0.9531
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.0258 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0908 - accuracy: 0.9635
12/40 [========>.....................] - ETA: 0s - loss: 0.0852 - accuracy: 0.9609
18/40 [============>.................] - ETA: 0s - loss: 0.1159 - accuracy: 0.9531
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30/40 [=====================>........] - ETA: 0s - loss: 0.1108 - accuracy: 0.9563
36/40 [==========================>...] - ETA: 0s - loss: 0.1074 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1086 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1086 - accuracy: 0.9594 - val_loss: 0.0990 - val_accuracy: 0.9656
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.1064 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0741 - accuracy: 0.9732
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25/40 [=================>............] - ETA: 0s - loss: 0.1005 - accuracy: 0.9625
32/40 [=======================>......] - ETA: 0s - loss: 0.1043 - accuracy: 0.9609
39/40 [============================>.] - ETA: 0s - loss: 0.1085 - accuracy: 0.9623
40/40 [==============================] - 0s 9ms/step - loss: 0.1071 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1071 - accuracy: 0.9625 - val_loss: 0.1109 - val_accuracy: 0.9594
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.0631 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1077 - accuracy: 0.9740
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32/40 [=======================>......] - ETA: 0s - loss: 0.1040 - accuracy: 0.9619
38/40 [===========================>..] - ETA: 0s - loss: 0.1039 - accuracy: 0.9630
40/40 [==============================] - 0s 9ms/step - loss: 0.1035 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1035 - accuracy: 0.9633 - val_loss: 0.1028 - val_accuracy: 0.9750
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.0406 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0529 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.1165 - accuracy: 0.9627
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40/40 [==============================] - 0s 9ms/step - loss: 0.1074 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1074 - accuracy: 0.9656 - val_loss: 0.1041 - val_accuracy: 0.9625
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.0336 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0669 - accuracy: 0.9792
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30/40 [=====================>........] - ETA: 0s - loss: 0.1166 - accuracy: 0.9625
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40/40 [==============================] - 0s 9ms/step - loss: 0.1070 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1070 - accuracy: 0.9633 - val_loss: 0.1031 - val_accuracy: 0.9625
Epoch 45/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0879 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.0942 - accuracy: 0.9688
40/40 [==============================] - 0s 9ms/step - loss: 0.0996 - accuracy: 0.9648
40/40 [==============================] - 1s 16ms/step - loss: 0.0996 - accuracy: 0.9648 - val_loss: 0.1309 - val_accuracy: 0.9469
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.2040 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1164 - accuracy: 0.9617
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40/40 [==============================] - 0s 9ms/step - loss: 0.1132 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1132 - accuracy: 0.9617 - val_loss: 0.0940 - val_accuracy: 0.9656
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.0563 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0742 - accuracy: 0.9740
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40/40 [==============================] - 0s 8ms/step - loss: 0.1013 - accuracy: 0.9672
40/40 [==============================] - 1s 13ms/step - loss: 0.1013 - accuracy: 0.9672 - val_loss: 0.1124 - val_accuracy: 0.9563
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.0268 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0666 - accuracy: 0.9955
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31/40 [======================>.......] - ETA: 0s - loss: 0.0986 - accuracy: 0.9738
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40/40 [==============================] - 0s 9ms/step - loss: 0.1011 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.1011 - accuracy: 0.9711 - val_loss: 0.0949 - val_accuracy: 0.9656
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1085 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.0883 - accuracy: 0.9661
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31/40 [======================>.......] - ETA: 0s - loss: 0.1064 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1009 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.1005 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1005 - accuracy: 0.9656 - val_loss: 0.0917 - val_accuracy: 0.9656
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.1907 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1084 - accuracy: 0.9740
11/40 [=======>......................] - ETA: 0s - loss: 0.1209 - accuracy: 0.9602
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35/40 [=========================>....] - ETA: 0s - loss: 0.1150 - accuracy: 0.9598
40/40 [==============================] - 0s 9ms/step - loss: 0.1127 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1127 - accuracy: 0.9602 - val_loss: 0.0997 - val_accuracy: 0.9656
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0694 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1249 - accuracy: 0.9643
13/40 [========>.....................] - ETA: 0s - loss: 0.1140 - accuracy: 0.9663
19/40 [=============>................] - ETA: 0s - loss: 0.1050 - accuracy: 0.9720
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31/40 [======================>.......] - ETA: 0s - loss: 0.0966 - accuracy: 0.9738
37/40 [==========================>...] - ETA: 0s - loss: 0.1017 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.1020 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.1020 - accuracy: 0.9688 - val_loss: 0.1058 - val_accuracy: 0.9625
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.0757 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1402 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1148 - accuracy: 0.9712
20/40 [==============>...............] - ETA: 0s - loss: 0.1191 - accuracy: 0.9641
27/40 [===================>..........] - ETA: 0s - loss: 0.1033 - accuracy: 0.9722
34/40 [========================>.....] - ETA: 0s - loss: 0.1045 - accuracy: 0.9715
40/40 [==============================] - 0s 9ms/step - loss: 0.1030 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.1030 - accuracy: 0.9695 - val_loss: 0.0958 - val_accuracy: 0.9719
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.0804 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0723 - accuracy: 0.9792
13/40 [========>.....................] - ETA: 0s - loss: 0.0858 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.1030 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.1071 - accuracy: 0.9677
37/40 [==========================>...] - ETA: 0s - loss: 0.1106 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.1055 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1055 - accuracy: 0.9664 - val_loss: 0.0954 - val_accuracy: 0.9594
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0131 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0712 - accuracy: 0.9844
12/40 [========>.....................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9609
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30/40 [=====================>........] - ETA: 0s - loss: 0.0913 - accuracy: 0.9698
36/40 [==========================>...] - ETA: 0s - loss: 0.0938 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0965 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0965 - accuracy: 0.9680 - val_loss: 0.0986 - val_accuracy: 0.9688
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.1081 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0799 - accuracy: 0.9688
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25/40 [=================>............] - ETA: 0s - loss: 0.0822 - accuracy: 0.9737
31/40 [======================>.......] - ETA: 0s - loss: 0.0873 - accuracy: 0.9738
37/40 [==========================>...] - ETA: 0s - loss: 0.0916 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0954 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0954 - accuracy: 0.9680 - val_loss: 0.0908 - val_accuracy: 0.9656
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.0166 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0866 - accuracy: 0.9792
12/40 [========>.....................] - ETA: 0s - loss: 0.0796 - accuracy: 0.9740
18/40 [============>.................] - ETA: 0s - loss: 0.0742 - accuracy: 0.9757
24/40 [=================>............] - ETA: 0s - loss: 0.0879 - accuracy: 0.9701
30/40 [=====================>........] - ETA: 0s - loss: 0.0890 - accuracy: 0.9708
36/40 [==========================>...] - ETA: 0s - loss: 0.0907 - accuracy: 0.9714
40/40 [==============================] - 0s 9ms/step - loss: 0.0920 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0920 - accuracy: 0.9719 - val_loss: 0.0871 - val_accuracy: 0.9688
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.2125 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1026 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.0879 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.0858 - accuracy: 0.9720
25/40 [=================>............] - ETA: 0s - loss: 0.0804 - accuracy: 0.9712
31/40 [======================>.......] - ETA: 0s - loss: 0.0941 - accuracy: 0.9708
37/40 [==========================>...] - ETA: 0s - loss: 0.0958 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0950 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0950 - accuracy: 0.9695 - val_loss: 0.0892 - val_accuracy: 0.9656
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.0276 - accuracy: 1.0000
5/40 [==>...........................] - ETA: 0s - loss: 0.0650 - accuracy: 0.9750
11/40 [=======>......................] - ETA: 0s - loss: 0.1064 - accuracy: 0.9602
18/40 [============>.................] - ETA: 0s - loss: 0.0939 - accuracy: 0.9635
25/40 [=================>............] - ETA: 0s - loss: 0.0957 - accuracy: 0.9663
31/40 [======================>.......] - ETA: 0s - loss: 0.0863 - accuracy: 0.9698
37/40 [==========================>...] - ETA: 0s - loss: 0.0906 - accuracy: 0.9688
40/40 [==============================] - 0s 9ms/step - loss: 0.0912 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0912 - accuracy: 0.9695 - val_loss: 0.0992 - val_accuracy: 0.9688
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.0270 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0962 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.1017 - accuracy: 0.9720
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31/40 [======================>.......] - ETA: 0s - loss: 0.0970 - accuracy: 0.9708
37/40 [==========================>...] - ETA: 0s - loss: 0.0913 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0892 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0892 - accuracy: 0.9734 - val_loss: 0.1055 - val_accuracy: 0.9625
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.0109 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1023 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1096 - accuracy: 0.9663
19/40 [=============>................] - ETA: 0s - loss: 0.0950 - accuracy: 0.9720
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31/40 [======================>.......] - ETA: 0s - loss: 0.0917 - accuracy: 0.9728
37/40 [==========================>...] - ETA: 0s - loss: 0.0883 - accuracy: 0.9730
40/40 [==============================] - 0s 9ms/step - loss: 0.0955 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0955 - accuracy: 0.9695 - val_loss: 0.0993 - val_accuracy: 0.9719
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0848 - accuracy: 0.9732
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33/40 [=======================>......] - ETA: 0s - loss: 0.0863 - accuracy: 0.9697
39/40 [============================>.] - ETA: 0s - loss: 0.0894 - accuracy: 0.9696
40/40 [==============================] - 0s 10ms/step - loss: 0.0887 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0887 - accuracy: 0.9695 - val_loss: 0.1011 - val_accuracy: 0.9656
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.0763 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0644 - accuracy: 0.9777
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19/40 [=============>................] - ETA: 0s - loss: 0.0768 - accuracy: 0.9770
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31/40 [======================>.......] - ETA: 0s - loss: 0.0792 - accuracy: 0.9738
37/40 [==========================>...] - ETA: 0s - loss: 0.0918 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0941 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0941 - accuracy: 0.9680 - val_loss: 0.0961 - val_accuracy: 0.9719
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.0774 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0651 - accuracy: 0.9635
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33/40 [=======================>......] - ETA: 0s - loss: 0.0824 - accuracy: 0.9706
40/40 [==============================] - 0s 8ms/step - loss: 0.0879 - accuracy: 0.9688
40/40 [==============================] - 1s 13ms/step - loss: 0.0879 - accuracy: 0.9688 - val_loss: 0.0852 - val_accuracy: 0.9688
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.1006 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0718 - accuracy: 0.9732
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19/40 [=============>................] - ETA: 0s - loss: 0.0909 - accuracy: 0.9704
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31/40 [======================>.......] - ETA: 0s - loss: 0.0905 - accuracy: 0.9708
37/40 [==========================>...] - ETA: 0s - loss: 0.0857 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0883 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0883 - accuracy: 0.9727 - val_loss: 0.0863 - val_accuracy: 0.9719
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.0812 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1001 - accuracy: 0.9821
13/40 [========>.....................] - ETA: 0s - loss: 0.0746 - accuracy: 0.9856
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31/40 [======================>.......] - ETA: 0s - loss: 0.0804 - accuracy: 0.9758
37/40 [==========================>...] - ETA: 0s - loss: 0.0920 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0869 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0869 - accuracy: 0.9742 - val_loss: 0.1029 - val_accuracy: 0.9656
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.1690 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1223 - accuracy: 0.9635
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36/40 [==========================>...] - ETA: 0s - loss: 0.1120 - accuracy: 0.9653
40/40 [==============================] - 0s 9ms/step - loss: 0.1035 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.1035 - accuracy: 0.9688 - val_loss: 0.0832 - val_accuracy: 0.9656
Epoch 67/100
1/40 [..............................] - ETA: 0s - loss: 0.0468 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0777 - accuracy: 0.9688
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25/40 [=================>............] - ETA: 0s - loss: 0.0997 - accuracy: 0.9675
31/40 [======================>.......] - ETA: 0s - loss: 0.0953 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.0918 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0969 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0969 - accuracy: 0.9664 - val_loss: 0.1139 - val_accuracy: 0.9563
Epoch 68/100
1/40 [..............................] - ETA: 0s - loss: 0.2843 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0878 - accuracy: 0.9740
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40/40 [==============================] - 0s 9ms/step - loss: 0.0847 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0847 - accuracy: 0.9719 - val_loss: 0.0989 - val_accuracy: 0.9688
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.0685 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0810 - accuracy: 0.9821
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34/40 [========================>.....] - ETA: 0s - loss: 0.0939 - accuracy: 0.9733
40/40 [==============================] - 0s 8ms/step - loss: 0.0905 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0905 - accuracy: 0.9734 - val_loss: 0.0778 - val_accuracy: 0.9719
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0850 - accuracy: 0.9773
40/40 [==============================] - 1s 15ms/step - loss: 0.0850 - accuracy: 0.9773 - val_loss: 0.0804 - val_accuracy: 0.9688
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0874 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0874 - accuracy: 0.9719 - val_loss: 0.0771 - val_accuracy: 0.9719
Epoch 72/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0842 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0842 - accuracy: 0.9734 - val_loss: 0.0842 - val_accuracy: 0.9750
Epoch 73/100
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40/40 [==============================] - 0s 11ms/step - loss: 0.0952 - accuracy: 0.9727
40/40 [==============================] - 1s 16ms/step - loss: 0.0952 - accuracy: 0.9727 - val_loss: 0.0784 - val_accuracy: 0.9719
Epoch 74/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1002 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0842 - accuracy: 0.9750
40/40 [==============================] - 1s 14ms/step - loss: 0.0842 - accuracy: 0.9750 - val_loss: 0.0909 - val_accuracy: 0.9719
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0349 - accuracy: 0.9911
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40/40 [==============================] - 0s 9ms/step - loss: 0.0852 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0852 - accuracy: 0.9711 - val_loss: 0.0751 - val_accuracy: 0.9719
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0847 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0847 - accuracy: 0.9742 - val_loss: 0.0802 - val_accuracy: 0.9750
Epoch 77/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9479
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30/40 [=====================>........] - ETA: 0s - loss: 0.0889 - accuracy: 0.9698
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40/40 [==============================] - 0s 9ms/step - loss: 0.0868 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0868 - accuracy: 0.9711 - val_loss: 0.0863 - val_accuracy: 0.9656
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.0332 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0875 - accuracy: 0.9708
37/40 [==========================>...] - ETA: 0s - loss: 0.0808 - accuracy: 0.9730
40/40 [==============================] - 0s 9ms/step - loss: 0.0854 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0854 - accuracy: 0.9703 - val_loss: 0.1102 - val_accuracy: 0.9594
Epoch 79/100
1/40 [..............................] - ETA: 0s - loss: 0.0058 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1035 - accuracy: 0.9643
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39/40 [============================>.] - ETA: 0s - loss: 0.0835 - accuracy: 0.9744
40/40 [==============================] - 0s 9ms/step - loss: 0.0855 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0855 - accuracy: 0.9742 - val_loss: 0.0856 - val_accuracy: 0.9750
Epoch 80/100
1/40 [..............................] - ETA: 0s - loss: 0.0633 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0937 - accuracy: 0.9688
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32/40 [=======================>......] - ETA: 0s - loss: 0.0924 - accuracy: 0.9707
38/40 [===========================>..] - ETA: 0s - loss: 0.0872 - accuracy: 0.9720
40/40 [==============================] - 0s 9ms/step - loss: 0.0845 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0845 - accuracy: 0.9734 - val_loss: 0.0753 - val_accuracy: 0.9656
Epoch 81/100
1/40 [..............................] - ETA: 0s - loss: 0.1437 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1003 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.0910 - accuracy: 0.9708
36/40 [==========================>...] - ETA: 0s - loss: 0.0894 - accuracy: 0.9714
40/40 [==============================] - 0s 9ms/step - loss: 0.0866 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0866 - accuracy: 0.9727 - val_loss: 0.0767 - val_accuracy: 0.9781
Epoch 82/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0671 - accuracy: 0.9844
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30/40 [=====================>........] - ETA: 0s - loss: 0.0846 - accuracy: 0.9760
36/40 [==========================>...] - ETA: 0s - loss: 0.0863 - accuracy: 0.9740
40/40 [==============================] - 0s 9ms/step - loss: 0.0793 - accuracy: 0.9766
40/40 [==============================] - 1s 15ms/step - loss: 0.0793 - accuracy: 0.9766 - val_loss: 0.0958 - val_accuracy: 0.9594
Epoch 83/100
1/40 [..............................] - ETA: 0s - loss: 0.0785 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0676 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0831 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0831 - accuracy: 0.9742 - val_loss: 0.0737 - val_accuracy: 0.9750
Epoch 84/100
1/40 [..............................] - ETA: 0s - loss: 0.1963 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0855 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.0842 - accuracy: 0.9750
36/40 [==========================>...] - ETA: 0s - loss: 0.0868 - accuracy: 0.9722
40/40 [==============================] - 0s 9ms/step - loss: 0.0834 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0834 - accuracy: 0.9727 - val_loss: 0.0741 - val_accuracy: 0.9750
Epoch 85/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0885 - accuracy: 0.9740
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33/40 [=======================>......] - ETA: 0s - loss: 0.0779 - accuracy: 0.9754
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40/40 [==============================] - 0s 8ms/step - loss: 0.0788 - accuracy: 0.9750
40/40 [==============================] - 1s 13ms/step - loss: 0.0788 - accuracy: 0.9750 - val_loss: 0.0735 - val_accuracy: 0.9719
Epoch 86/100
1/40 [..............................] - ETA: 0s - loss: 0.1420 - accuracy: 0.9688
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28/40 [====================>.........] - ETA: 0s - loss: 0.0881 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0790 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0790 - accuracy: 0.9758 - val_loss: 0.0808 - val_accuracy: 0.9719
Epoch 87/100
1/40 [..............................] - ETA: 0s - loss: 0.1967 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1232 - accuracy: 0.9479
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36/40 [==========================>...] - ETA: 0s - loss: 0.0878 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0846 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0846 - accuracy: 0.9719 - val_loss: 0.0869 - val_accuracy: 0.9656
Epoch 88/100
1/40 [..............................] - ETA: 0s - loss: 0.0838 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9777
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31/40 [======================>.......] - ETA: 0s - loss: 0.0843 - accuracy: 0.9728
37/40 [==========================>...] - ETA: 0s - loss: 0.0884 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0846 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0846 - accuracy: 0.9734 - val_loss: 0.0787 - val_accuracy: 0.9719
Epoch 89/100
1/40 [..............................] - ETA: 0s - loss: 0.0778 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0990 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.0772 - accuracy: 0.9728
37/40 [==========================>...] - ETA: 0s - loss: 0.0834 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0838 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0838 - accuracy: 0.9703 - val_loss: 0.0795 - val_accuracy: 0.9656
Epoch 90/100
1/40 [..............................] - ETA: 0s - loss: 0.0248 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1038 - accuracy: 0.9732
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19/40 [=============>................] - ETA: 0s - loss: 0.0908 - accuracy: 0.9770
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33/40 [=======================>......] - ETA: 0s - loss: 0.0795 - accuracy: 0.9773
40/40 [==============================] - 0s 9ms/step - loss: 0.0787 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0787 - accuracy: 0.9758 - val_loss: 0.0822 - val_accuracy: 0.9781
Epoch 91/100
1/40 [..............................] - ETA: 0s - loss: 0.0686 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0418 - accuracy: 0.9792
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32/40 [=======================>......] - ETA: 0s - loss: 0.0718 - accuracy: 0.9785
38/40 [===========================>..] - ETA: 0s - loss: 0.0767 - accuracy: 0.9770
40/40 [==============================] - 0s 9ms/step - loss: 0.0750 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0750 - accuracy: 0.9766 - val_loss: 0.0753 - val_accuracy: 0.9688
Epoch 92/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0632 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.0720 - accuracy: 0.9774
40/40 [==============================] - 0s 9ms/step - loss: 0.0772 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0772 - accuracy: 0.9758 - val_loss: 0.0764 - val_accuracy: 0.9750
Epoch 93/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0674 - accuracy: 0.9740
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30/40 [=====================>........] - ETA: 0s - loss: 0.0767 - accuracy: 0.9781
36/40 [==========================>...] - ETA: 0s - loss: 0.0715 - accuracy: 0.9783
40/40 [==============================] - 0s 9ms/step - loss: 0.0742 - accuracy: 0.9781
40/40 [==============================] - 1s 14ms/step - loss: 0.0742 - accuracy: 0.9781 - val_loss: 0.0730 - val_accuracy: 0.9750
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0113 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0447 - accuracy: 0.9866
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31/40 [======================>.......] - ETA: 0s - loss: 0.0675 - accuracy: 0.9788
37/40 [==========================>...] - ETA: 0s - loss: 0.0676 - accuracy: 0.9789
40/40 [==============================] - 0s 9ms/step - loss: 0.0803 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0803 - accuracy: 0.9758 - val_loss: 0.0888 - val_accuracy: 0.9656
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.0766 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0628 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0858 - accuracy: 0.9788
37/40 [==========================>...] - ETA: 0s - loss: 0.0817 - accuracy: 0.9797
40/40 [==============================] - 0s 9ms/step - loss: 0.0778 - accuracy: 0.9805
40/40 [==============================] - 1s 14ms/step - loss: 0.0778 - accuracy: 0.9805 - val_loss: 0.0850 - val_accuracy: 0.9750
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.0531 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0832 - accuracy: 0.9792
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33/40 [=======================>......] - ETA: 0s - loss: 0.0728 - accuracy: 0.9801
40/40 [==============================] - 0s 8ms/step - loss: 0.0840 - accuracy: 0.9766
40/40 [==============================] - 1s 13ms/step - loss: 0.0840 - accuracy: 0.9766 - val_loss: 0.0742 - val_accuracy: 0.9750
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.1014 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0815 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0693 - accuracy: 0.9778
37/40 [==========================>...] - ETA: 0s - loss: 0.0840 - accuracy: 0.9755
40/40 [==============================] - 0s 9ms/step - loss: 0.0810 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0810 - accuracy: 0.9758 - val_loss: 0.0882 - val_accuracy: 0.9656
Epoch 98/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.0766 - accuracy: 0.9748
37/40 [==========================>...] - ETA: 0s - loss: 0.0858 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0880 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0880 - accuracy: 0.9703 - val_loss: 0.0992 - val_accuracy: 0.9594
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.0294 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1041 - accuracy: 0.9598
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40/40 [==============================] - 0s 10ms/step - loss: 0.0887 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0887 - accuracy: 0.9656 - val_loss: 0.0777 - val_accuracy: 0.9781
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0752 - accuracy: 0.9773
40/40 [==============================] - 1s 14ms/step - loss: 0.0752 - accuracy: 0.9773 - val_loss: 0.0826 - val_accuracy: 0.97502022-11-21 20:14:24.699838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.968
Epoch 1/1002022-11-21 20:14:24.984585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 69.8730 - accuracy: 0.0000e+00
5/40 [==>...........................] - ETA: 0s - loss: 62.3746 - accuracy: 0.0000e+00
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17/40 [===========>..................] - ETA: 0s - loss: 57.9155 - accuracy: 0.0000e+00
24/40 [=================>............] - ETA: 0s - loss: 53.9810 - accuracy: 0.0000e+00
31/40 [======================>.......] - ETA: 0s - loss: 50.0661 - accuracy: 0.0000e+00
38/40 [===========================>..] - ETA: 0s - loss: 45.8439 - accuracy: 0.0230
40/40 [==============================] - 1s 9ms/step - loss: 45.0418 - accuracy: 0.03202022-11-21 20:14:25.473399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 27ms/step - loss: 45.0418 - accuracy: 0.0320 - val_loss: 24.5085 - val_accuracy: 0.2281
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 21.2361 - accuracy: 0.1562
7/40 [====>.........................] - ETA: 0s - loss: 20.4342 - accuracy: 0.2589
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19/40 [=============>................] - ETA: 0s - loss: 19.3000 - accuracy: 0.3207
25/40 [=================>............] - ETA: 0s - loss: 18.8279 - accuracy: 0.3438
31/40 [======================>.......] - ETA: 0s - loss: 19.1155 - accuracy: 0.3679
37/40 [==========================>...] - ETA: 0s - loss: 18.6621 - accuracy: 0.3758
40/40 [==============================] - 0s 9ms/step - loss: 18.8156 - accuracy: 0.3758
40/40 [==============================] - 1s 14ms/step - loss: 18.8156 - accuracy: 0.3758 - val_loss: 14.2770 - val_accuracy: 0.3781
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 17.6104 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 16.3322 - accuracy: 0.3438
13/40 [========>.....................] - ETA: 0s - loss: 15.4561 - accuracy: 0.3197
19/40 [=============>................] - ETA: 0s - loss: 13.7329 - accuracy: 0.3109
25/40 [=================>............] - ETA: 0s - loss: 13.6088 - accuracy: 0.3150
31/40 [======================>.......] - ETA: 0s - loss: 12.6328 - accuracy: 0.3317
37/40 [==========================>...] - ETA: 0s - loss: 12.4403 - accuracy: 0.3497
40/40 [==============================] - 0s 9ms/step - loss: 12.3704 - accuracy: 0.3477
40/40 [==============================] - 1s 14ms/step - loss: 12.3704 - accuracy: 0.3477 - val_loss: 9.4133 - val_accuracy: 0.3938
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 5.2836 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 7.2597 - accuracy: 0.4107
13/40 [========>.....................] - ETA: 0s - loss: 7.8954 - accuracy: 0.4183
19/40 [=============>................] - ETA: 0s - loss: 7.7791 - accuracy: 0.4243
25/40 [=================>............] - ETA: 0s - loss: 7.9560 - accuracy: 0.4400
31/40 [======================>.......] - ETA: 0s - loss: 7.7474 - accuracy: 0.4284
37/40 [==========================>...] - ETA: 0s - loss: 7.6329 - accuracy: 0.4122
40/40 [==============================] - 0s 9ms/step - loss: 7.5396 - accuracy: 0.4094
40/40 [==============================] - 1s 15ms/step - loss: 7.5396 - accuracy: 0.4094 - val_loss: 5.5156 - val_accuracy: 0.4500
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 3.9069 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 5.1781 - accuracy: 0.4688
13/40 [========>.....................] - ETA: 0s - loss: 5.2572 - accuracy: 0.4639
19/40 [=============>................] - ETA: 0s - loss: 5.2088 - accuracy: 0.4507
26/40 [==================>...........] - ETA: 0s - loss: 5.0143 - accuracy: 0.4399
33/40 [=======================>......] - ETA: 0s - loss: 4.7107 - accuracy: 0.4489
40/40 [==============================] - 0s 9ms/step - loss: 4.5763 - accuracy: 0.4516
40/40 [==============================] - 1s 13ms/step - loss: 4.5763 - accuracy: 0.4516 - val_loss: 3.3138 - val_accuracy: 0.4563
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 4.2687 - accuracy: 0.3438
7/40 [====>.........................] - ETA: 0s - loss: 3.4892 - accuracy: 0.4018
14/40 [=========>....................] - ETA: 0s - loss: 3.3268 - accuracy: 0.4063
21/40 [==============>...............] - ETA: 0s - loss: 3.1301 - accuracy: 0.3958
27/40 [===================>..........] - ETA: 0s - loss: 2.9852 - accuracy: 0.4144
33/40 [=======================>......] - ETA: 0s - loss: 2.7905 - accuracy: 0.4252
39/40 [============================>.] - ETA: 0s - loss: 2.6298 - accuracy: 0.4287
40/40 [==============================] - 0s 9ms/step - loss: 2.6011 - accuracy: 0.4305
40/40 [==============================] - 1s 14ms/step - loss: 2.6011 - accuracy: 0.4305 - val_loss: 1.7079 - val_accuracy: 0.4969
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.8866 - accuracy: 0.3750
6/40 [===>..........................] - ETA: 0s - loss: 1.7514 - accuracy: 0.4271
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18/40 [============>.................] - ETA: 0s - loss: 1.5841 - accuracy: 0.4410
24/40 [=================>............] - ETA: 0s - loss: 1.5413 - accuracy: 0.4271
30/40 [=====================>........] - ETA: 0s - loss: 1.4985 - accuracy: 0.4125
36/40 [==========================>...] - ETA: 0s - loss: 1.4542 - accuracy: 0.4028
40/40 [==============================] - 0s 9ms/step - loss: 1.4268 - accuracy: 0.4047
40/40 [==============================] - 1s 14ms/step - loss: 1.4268 - accuracy: 0.4047 - val_loss: 1.2410 - val_accuracy: 0.4000
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.6162 - accuracy: 0.3125
6/40 [===>..........................] - ETA: 0s - loss: 1.2789 - accuracy: 0.4271
12/40 [========>.....................] - ETA: 0s - loss: 1.2270 - accuracy: 0.4167
18/40 [============>.................] - ETA: 0s - loss: 1.2108 - accuracy: 0.4010
24/40 [=================>............] - ETA: 0s - loss: 1.2053 - accuracy: 0.3893
30/40 [=====================>........] - ETA: 0s - loss: 1.2043 - accuracy: 0.3885
36/40 [==========================>...] - ETA: 0s - loss: 1.2043 - accuracy: 0.3854
40/40 [==============================] - 0s 9ms/step - loss: 1.1997 - accuracy: 0.3883
40/40 [==============================] - 1s 14ms/step - loss: 1.1997 - accuracy: 0.3883 - val_loss: 1.1635 - val_accuracy: 0.4313
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.0031 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.1205 - accuracy: 0.4375
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31/40 [======================>.......] - ETA: 0s - loss: 1.1363 - accuracy: 0.4435
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40/40 [==============================] - 0s 9ms/step - loss: 1.1423 - accuracy: 0.4469
40/40 [==============================] - 1s 14ms/step - loss: 1.1423 - accuracy: 0.4469 - val_loss: 1.0964 - val_accuracy: 0.4906
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.0968 - accuracy: 0.5000
6/40 [===>..........................] - ETA: 0s - loss: 1.1047 - accuracy: 0.4688
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18/40 [============>.................] - ETA: 0s - loss: 1.1193 - accuracy: 0.4774
24/40 [=================>............] - ETA: 0s - loss: 1.1160 - accuracy: 0.4792
30/40 [=====================>........] - ETA: 0s - loss: 1.1049 - accuracy: 0.4865
36/40 [==========================>...] - ETA: 0s - loss: 1.0899 - accuracy: 0.4948
40/40 [==============================] - 0s 9ms/step - loss: 1.0973 - accuracy: 0.4859
40/40 [==============================] - 1s 14ms/step - loss: 1.0973 - accuracy: 0.4859 - val_loss: 1.0588 - val_accuracy: 0.5063
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.0210 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0199 - accuracy: 0.5089
13/40 [========>.....................] - ETA: 0s - loss: 1.0670 - accuracy: 0.4880
20/40 [==============>...............] - ETA: 0s - loss: 1.0624 - accuracy: 0.4922
27/40 [===================>..........] - ETA: 0s - loss: 1.0771 - accuracy: 0.4838
34/40 [========================>.....] - ETA: 0s - loss: 1.0641 - accuracy: 0.4963
39/40 [============================>.] - ETA: 0s - loss: 1.0587 - accuracy: 0.4976
40/40 [==============================] - 0s 9ms/step - loss: 1.0598 - accuracy: 0.4969
40/40 [==============================] - 1s 14ms/step - loss: 1.0598 - accuracy: 0.4969 - val_loss: 1.0194 - val_accuracy: 0.5156
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.1441 - accuracy: 0.5000
7/40 [====>.........................] - ETA: 0s - loss: 1.0527 - accuracy: 0.5223
13/40 [========>.....................] - ETA: 0s - loss: 1.0572 - accuracy: 0.5120
19/40 [=============>................] - ETA: 0s - loss: 1.0328 - accuracy: 0.5181
25/40 [=================>............] - ETA: 0s - loss: 1.0362 - accuracy: 0.5188
31/40 [======================>.......] - ETA: 0s - loss: 1.0201 - accuracy: 0.5272
37/40 [==========================>...] - ETA: 0s - loss: 1.0237 - accuracy: 0.5253
40/40 [==============================] - 0s 9ms/step - loss: 1.0254 - accuracy: 0.5227
40/40 [==============================] - 1s 14ms/step - loss: 1.0254 - accuracy: 0.5227 - val_loss: 0.9872 - val_accuracy: 0.5406
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.7570 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 1.0178 - accuracy: 0.4821
13/40 [========>.....................] - ETA: 0s - loss: 0.9871 - accuracy: 0.5361
19/40 [=============>................] - ETA: 0s - loss: 0.9946 - accuracy: 0.5263
25/40 [=================>............] - ETA: 0s - loss: 1.0010 - accuracy: 0.5250
31/40 [======================>.......] - ETA: 0s - loss: 0.9970 - accuracy: 0.5242
37/40 [==========================>...] - ETA: 0s - loss: 0.9922 - accuracy: 0.5236
40/40 [==============================] - 0s 9ms/step - loss: 0.9939 - accuracy: 0.5250
40/40 [==============================] - 1s 14ms/step - loss: 0.9939 - accuracy: 0.5250 - val_loss: 0.9650 - val_accuracy: 0.5594
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.9780 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 0.9529 - accuracy: 0.5714
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19/40 [=============>................] - ETA: 0s - loss: 0.9683 - accuracy: 0.5592
25/40 [=================>............] - ETA: 0s - loss: 0.9670 - accuracy: 0.5600
31/40 [======================>.......] - ETA: 0s - loss: 0.9619 - accuracy: 0.5605
37/40 [==========================>...] - ETA: 0s - loss: 0.9685 - accuracy: 0.5524
40/40 [==============================] - 0s 9ms/step - loss: 0.9684 - accuracy: 0.5492
40/40 [==============================] - 1s 20ms/step - loss: 0.9684 - accuracy: 0.5492 - val_loss: 0.9450 - val_accuracy: 0.5688
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 1.1209 - accuracy: 0.5312
6/40 [===>..........................] - ETA: 0s - loss: 0.9483 - accuracy: 0.5729
12/40 [========>.....................] - ETA: 0s - loss: 0.9279 - accuracy: 0.5651
18/40 [============>.................] - ETA: 0s - loss: 0.9233 - accuracy: 0.5660
24/40 [=================>............] - ETA: 0s - loss: 0.9363 - accuracy: 0.5586
30/40 [=====================>........] - ETA: 0s - loss: 0.9445 - accuracy: 0.5500
36/40 [==========================>...] - ETA: 0s - loss: 0.9438 - accuracy: 0.5469
40/40 [==============================] - 0s 9ms/step - loss: 0.9398 - accuracy: 0.5531
40/40 [==============================] - 1s 15ms/step - loss: 0.9398 - accuracy: 0.5531 - val_loss: 0.8997 - val_accuracy: 0.5906
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.9272 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.0176 - accuracy: 0.4911
13/40 [========>.....................] - ETA: 0s - loss: 0.9726 - accuracy: 0.5337
20/40 [==============>...............] - ETA: 0s - loss: 0.9392 - accuracy: 0.5672
27/40 [===================>..........] - ETA: 0s - loss: 0.9284 - accuracy: 0.5718
34/40 [========================>.....] - ETA: 0s - loss: 0.9211 - accuracy: 0.5772
40/40 [==============================] - 0s 9ms/step - loss: 0.9113 - accuracy: 0.5789
40/40 [==============================] - 1s 14ms/step - loss: 0.9113 - accuracy: 0.5789 - val_loss: 0.8722 - val_accuracy: 0.5875
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.6493 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.8374 - accuracy: 0.6295
12/40 [========>.....................] - ETA: 0s - loss: 0.8348 - accuracy: 0.6120
18/40 [============>.................] - ETA: 0s - loss: 0.8625 - accuracy: 0.5920
24/40 [=================>............] - ETA: 0s - loss: 0.8773 - accuracy: 0.5768
30/40 [=====================>........] - ETA: 0s - loss: 0.8716 - accuracy: 0.5844
36/40 [==========================>...] - ETA: 0s - loss: 0.8816 - accuracy: 0.5851
40/40 [==============================] - 0s 9ms/step - loss: 0.8783 - accuracy: 0.5859
40/40 [==============================] - 1s 14ms/step - loss: 0.8783 - accuracy: 0.5859 - val_loss: 0.8378 - val_accuracy: 0.6438
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.8110 - accuracy: 0.5938
6/40 [===>..........................] - ETA: 0s - loss: 0.7794 - accuracy: 0.6667
12/40 [========>.....................] - ETA: 0s - loss: 0.7740 - accuracy: 0.6667
18/40 [============>.................] - ETA: 0s - loss: 0.7856 - accuracy: 0.6684
24/40 [=================>............] - ETA: 0s - loss: 0.7948 - accuracy: 0.6628
30/40 [=====================>........] - ETA: 0s - loss: 0.8126 - accuracy: 0.6521
36/40 [==========================>...] - ETA: 0s - loss: 0.7865 - accuracy: 0.6658
40/40 [==============================] - 0s 9ms/step - loss: 0.7859 - accuracy: 0.6664
40/40 [==============================] - 1s 15ms/step - loss: 0.7859 - accuracy: 0.6664 - val_loss: 0.6785 - val_accuracy: 0.6969
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.7962 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.6527 - accuracy: 0.7188
13/40 [========>.....................] - ETA: 0s - loss: 0.6891 - accuracy: 0.6923
19/40 [=============>................] - ETA: 0s - loss: 0.6819 - accuracy: 0.7007
25/40 [=================>............] - ETA: 0s - loss: 0.6613 - accuracy: 0.7113
31/40 [======================>.......] - ETA: 0s - loss: 0.6533 - accuracy: 0.7087
37/40 [==========================>...] - ETA: 0s - loss: 0.6477 - accuracy: 0.7145
40/40 [==============================] - 0s 9ms/step - loss: 0.6456 - accuracy: 0.7141
40/40 [==============================] - 1s 14ms/step - loss: 0.6456 - accuracy: 0.7141 - val_loss: 0.5586 - val_accuracy: 0.7719
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.6830 - accuracy: 0.6250
6/40 [===>..........................] - ETA: 0s - loss: 0.5645 - accuracy: 0.7292
12/40 [========>.....................] - ETA: 0s - loss: 0.5636 - accuracy: 0.7396
18/40 [============>.................] - ETA: 0s - loss: 0.5660 - accuracy: 0.7413
24/40 [=================>............] - ETA: 0s - loss: 0.5526 - accuracy: 0.7565
30/40 [=====================>........] - ETA: 0s - loss: 0.5457 - accuracy: 0.7615
36/40 [==========================>...] - ETA: 0s - loss: 0.5340 - accuracy: 0.7717
40/40 [==============================] - 0s 9ms/step - loss: 0.5268 - accuracy: 0.7750
40/40 [==============================] - 1s 14ms/step - loss: 0.5268 - accuracy: 0.7750 - val_loss: 0.4710 - val_accuracy: 0.8063
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.4400 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4298 - accuracy: 0.8438
13/40 [========>.....................] - ETA: 0s - loss: 0.4425 - accuracy: 0.8389
20/40 [==============>...............] - ETA: 0s - loss: 0.4700 - accuracy: 0.8156
26/40 [==================>...........] - ETA: 0s - loss: 0.4735 - accuracy: 0.8161
33/40 [=======================>......] - ETA: 0s - loss: 0.4655 - accuracy: 0.8210
40/40 [==============================] - 0s 9ms/step - loss: 0.4594 - accuracy: 0.8234
40/40 [==============================] - 1s 14ms/step - loss: 0.4594 - accuracy: 0.8234 - val_loss: 0.4155 - val_accuracy: 0.8438
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3805 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.4412 - accuracy: 0.8125
12/40 [========>.....................] - ETA: 0s - loss: 0.4293 - accuracy: 0.8255
18/40 [============>.................] - ETA: 0s - loss: 0.4145 - accuracy: 0.8455
24/40 [=================>............] - ETA: 0s - loss: 0.4045 - accuracy: 0.8411
30/40 [=====================>........] - ETA: 0s - loss: 0.4043 - accuracy: 0.8469
36/40 [==========================>...] - ETA: 0s - loss: 0.4018 - accuracy: 0.8490
40/40 [==============================] - 0s 9ms/step - loss: 0.3989 - accuracy: 0.8492
40/40 [==============================] - 1s 14ms/step - loss: 0.3989 - accuracy: 0.8492 - val_loss: 0.3590 - val_accuracy: 0.8719
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.4859 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4045 - accuracy: 0.8438
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19/40 [=============>................] - ETA: 0s - loss: 0.3775 - accuracy: 0.8651
25/40 [=================>............] - ETA: 0s - loss: 0.3635 - accuracy: 0.8750
31/40 [======================>.......] - ETA: 0s - loss: 0.3554 - accuracy: 0.8770
37/40 [==========================>...] - ETA: 0s - loss: 0.3577 - accuracy: 0.8809
40/40 [==============================] - 0s 9ms/step - loss: 0.3559 - accuracy: 0.8828
40/40 [==============================] - 1s 15ms/step - loss: 0.3559 - accuracy: 0.8828 - val_loss: 0.3445 - val_accuracy: 0.8688
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.2785 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3283 - accuracy: 0.9107
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40/40 [==============================] - 0s 9ms/step - loss: 0.3270 - accuracy: 0.8914
40/40 [==============================] - 1s 15ms/step - loss: 0.3270 - accuracy: 0.8914 - val_loss: 0.2862 - val_accuracy: 0.8969
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.5483 - accuracy: 0.7500
6/40 [===>..........................] - ETA: 0s - loss: 0.3466 - accuracy: 0.8802
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18/40 [============>.................] - ETA: 0s - loss: 0.2921 - accuracy: 0.9201
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30/40 [=====================>........] - ETA: 0s - loss: 0.2839 - accuracy: 0.9240
36/40 [==========================>...] - ETA: 0s - loss: 0.2910 - accuracy: 0.9193
40/40 [==============================] - 0s 9ms/step - loss: 0.2923 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.2923 - accuracy: 0.9172 - val_loss: 0.2702 - val_accuracy: 0.9000
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.2200 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2682 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.2738 - accuracy: 0.9109
40/40 [==============================] - 1s 14ms/step - loss: 0.2738 - accuracy: 0.9109 - val_loss: 0.2501 - val_accuracy: 0.9187
Epoch 27/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2524 - accuracy: 0.9227
40/40 [==============================] - 1s 14ms/step - loss: 0.2524 - accuracy: 0.9227 - val_loss: 0.2415 - val_accuracy: 0.9187
Epoch 28/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2341 - accuracy: 0.9258
40/40 [==============================] - 1s 14ms/step - loss: 0.2341 - accuracy: 0.9258 - val_loss: 0.2194 - val_accuracy: 0.9250
Epoch 29/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2156 - accuracy: 0.9271
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36/40 [==========================>...] - ETA: 0s - loss: 0.2178 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.2231 - accuracy: 0.9359
40/40 [==============================] - 1s 15ms/step - loss: 0.2231 - accuracy: 0.9359 - val_loss: 0.2179 - val_accuracy: 0.9219
Epoch 30/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2484 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.2195 - accuracy: 0.9320
40/40 [==============================] - 1s 15ms/step - loss: 0.2195 - accuracy: 0.9320 - val_loss: 0.1965 - val_accuracy: 0.9250
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1970 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2459 - accuracy: 0.8973
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30/40 [=====================>........] - ETA: 0s - loss: 0.2107 - accuracy: 0.9354
36/40 [==========================>...] - ETA: 0s - loss: 0.2004 - accuracy: 0.9410
40/40 [==============================] - 0s 9ms/step - loss: 0.2008 - accuracy: 0.9398
40/40 [==============================] - 1s 15ms/step - loss: 0.2008 - accuracy: 0.9398 - val_loss: 0.1862 - val_accuracy: 0.9281
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.1573 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1953 - accuracy: 0.9531
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32/40 [=======================>......] - ETA: 0s - loss: 0.1969 - accuracy: 0.9336
39/40 [============================>.] - ETA: 0s - loss: 0.1945 - accuracy: 0.9391
40/40 [==============================] - 0s 9ms/step - loss: 0.1921 - accuracy: 0.9406
40/40 [==============================] - 1s 13ms/step - loss: 0.1921 - accuracy: 0.9406 - val_loss: 0.1846 - val_accuracy: 0.9281
Epoch 33/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1969 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.1875 - accuracy: 0.9425
37/40 [==========================>...] - ETA: 0s - loss: 0.1821 - accuracy: 0.9459
40/40 [==============================] - 0s 9ms/step - loss: 0.1834 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1834 - accuracy: 0.9422 - val_loss: 0.1844 - val_accuracy: 0.9344
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1931 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1766 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.1857 - accuracy: 0.9396
36/40 [==========================>...] - ETA: 0s - loss: 0.1845 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1836 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1836 - accuracy: 0.9391 - val_loss: 0.1677 - val_accuracy: 0.9438
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2038 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1675 - accuracy: 0.9516
37/40 [==========================>...] - ETA: 0s - loss: 0.1722 - accuracy: 0.9459
40/40 [==============================] - 0s 9ms/step - loss: 0.1700 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1700 - accuracy: 0.9469 - val_loss: 0.1640 - val_accuracy: 0.9375
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.1312 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1481 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1665 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1626 - accuracy: 0.9476
40/40 [==============================] - 0s 9ms/step - loss: 0.1678 - accuracy: 0.9430
40/40 [==============================] - 1s 15ms/step - loss: 0.1678 - accuracy: 0.9430 - val_loss: 0.1631 - val_accuracy: 0.9438
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2176 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1584 - accuracy: 0.9427
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38/40 [===========================>..] - ETA: 0s - loss: 0.1670 - accuracy: 0.9465
40/40 [==============================] - 0s 9ms/step - loss: 0.1651 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1651 - accuracy: 0.9469 - val_loss: 0.1574 - val_accuracy: 0.9438
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.2001 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1653 - accuracy: 0.9420
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29/40 [====================>.........] - ETA: 0s - loss: 0.1623 - accuracy: 0.9504
34/40 [========================>.....] - ETA: 0s - loss: 0.1627 - accuracy: 0.9476
40/40 [==============================] - 0s 10ms/step - loss: 0.1633 - accuracy: 0.9492
40/40 [==============================] - 1s 15ms/step - loss: 0.1633 - accuracy: 0.9492 - val_loss: 0.1703 - val_accuracy: 0.9375
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1101 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1968 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.1596 - accuracy: 0.9543
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31/40 [======================>.......] - ETA: 0s - loss: 0.1549 - accuracy: 0.9536
37/40 [==========================>...] - ETA: 0s - loss: 0.1592 - accuracy: 0.9485
40/40 [==============================] - 0s 9ms/step - loss: 0.1608 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1608 - accuracy: 0.9492 - val_loss: 0.1516 - val_accuracy: 0.9469
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.1952 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1511 - accuracy: 0.9583
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33/40 [=======================>......] - ETA: 0s - loss: 0.1491 - accuracy: 0.9527
39/40 [============================>.] - ETA: 0s - loss: 0.1494 - accuracy: 0.9527
40/40 [==============================] - 0s 10ms/step - loss: 0.1484 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1484 - accuracy: 0.9531 - val_loss: 0.1504 - val_accuracy: 0.9438
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.1531 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1259 - accuracy: 0.9740
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35/40 [=========================>....] - ETA: 0s - loss: 0.1381 - accuracy: 0.9589
40/40 [==============================] - 0s 10ms/step - loss: 0.1460 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1460 - accuracy: 0.9523 - val_loss: 0.1408 - val_accuracy: 0.9438
Epoch 42/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1724 - accuracy: 0.9427
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38/40 [===========================>..] - ETA: 0s - loss: 0.1444 - accuracy: 0.9498
40/40 [==============================] - 0s 11ms/step - loss: 0.1444 - accuracy: 0.9500
40/40 [==============================] - 1s 16ms/step - loss: 0.1444 - accuracy: 0.9500 - val_loss: 0.1432 - val_accuracy: 0.9438
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1235 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1451 - accuracy: 0.9479
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33/40 [=======================>......] - ETA: 0s - loss: 0.1382 - accuracy: 0.9517
39/40 [============================>.] - ETA: 0s - loss: 0.1431 - accuracy: 0.9495
40/40 [==============================] - 0s 10ms/step - loss: 0.1423 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1423 - accuracy: 0.9500 - val_loss: 0.1382 - val_accuracy: 0.9500
Epoch 44/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1262 - accuracy: 0.9531
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36/40 [==========================>...] - ETA: 0s - loss: 0.1413 - accuracy: 0.9523
40/40 [==============================] - 0s 10ms/step - loss: 0.1426 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1426 - accuracy: 0.9508 - val_loss: 0.1419 - val_accuracy: 0.9438
Epoch 45/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1228 - accuracy: 0.9688
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28/40 [====================>.........] - ETA: 0s - loss: 0.1289 - accuracy: 0.9542
34/40 [========================>.....] - ETA: 0s - loss: 0.1306 - accuracy: 0.9540
40/40 [==============================] - 0s 10ms/step - loss: 0.1351 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1351 - accuracy: 0.9523 - val_loss: 0.1338 - val_accuracy: 0.9500
Epoch 46/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1389 - accuracy: 0.9635
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33/40 [=======================>......] - ETA: 0s - loss: 0.1355 - accuracy: 0.9593
39/40 [============================>.] - ETA: 0s - loss: 0.1390 - accuracy: 0.9591
40/40 [==============================] - 0s 10ms/step - loss: 0.1376 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1376 - accuracy: 0.9602 - val_loss: 0.1366 - val_accuracy: 0.9531
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.1432 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1313 - accuracy: 0.9583
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29/40 [====================>.........] - ETA: 0s - loss: 0.1379 - accuracy: 0.9526
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40/40 [==============================] - 0s 10ms/step - loss: 0.1324 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1324 - accuracy: 0.9531 - val_loss: 0.1402 - val_accuracy: 0.9563
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.2372 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1301 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1291 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.1300 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1326 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1326 - accuracy: 0.9531 - val_loss: 0.1251 - val_accuracy: 0.9469
Epoch 49/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1347 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.1306 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1306 - accuracy: 0.9547 - val_loss: 0.1353 - val_accuracy: 0.9531
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.1330 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1155 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1148 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1144 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1222 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1222 - accuracy: 0.9586 - val_loss: 0.1224 - val_accuracy: 0.9594
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0462 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1166 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1206 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1206 - accuracy: 0.9586 - val_loss: 0.1194 - val_accuracy: 0.9438
Epoch 52/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1253 - accuracy: 0.9583
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34/40 [========================>.....] - ETA: 0s - loss: 0.1190 - accuracy: 0.9586
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40/40 [==============================] - 0s 10ms/step - loss: 0.1217 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1217 - accuracy: 0.9586 - val_loss: 0.1379 - val_accuracy: 0.9469
Epoch 53/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1475 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1188 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1188 - accuracy: 0.9570 - val_loss: 0.1226 - val_accuracy: 0.9531
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1165 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1165 - accuracy: 0.9602 - val_loss: 0.1201 - val_accuracy: 0.9625
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1217 - accuracy: 0.9469
40/40 [==============================] - 1s 15ms/step - loss: 0.1217 - accuracy: 0.9469 - val_loss: 0.1646 - val_accuracy: 0.9406
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1163 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1163 - accuracy: 0.9625 - val_loss: 0.1196 - val_accuracy: 0.9500
Epoch 57/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1133 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1133 - accuracy: 0.9609 - val_loss: 0.1122 - val_accuracy: 0.9469
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1087 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1087 - accuracy: 0.9625 - val_loss: 0.1272 - val_accuracy: 0.9469
Epoch 59/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1063 - accuracy: 0.9656
40/40 [==============================] - 1s 13ms/step - loss: 0.1063 - accuracy: 0.9656 - val_loss: 0.1112 - val_accuracy: 0.9656
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1097 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1097 - accuracy: 0.9609 - val_loss: 0.1139 - val_accuracy: 0.9625
Epoch 61/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1064 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1064 - accuracy: 0.9633 - val_loss: 0.1250 - val_accuracy: 0.9469
Epoch 62/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1052 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1052 - accuracy: 0.9633 - val_loss: 0.1064 - val_accuracy: 0.9563
Epoch 63/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1153 - accuracy: 0.9523
40/40 [==============================] - 0s 10ms/step - loss: 0.1168 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1168 - accuracy: 0.9547 - val_loss: 0.1040 - val_accuracy: 0.9563
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.2205 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1216 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.1015 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1015 - accuracy: 0.9664 - val_loss: 0.1069 - val_accuracy: 0.9625
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1028 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1028 - accuracy: 0.9633 - val_loss: 0.1088 - val_accuracy: 0.9563
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1204 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1204 - accuracy: 0.9586 - val_loss: 0.1445 - val_accuracy: 0.9375
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1814 - accuracy: 0.9330
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40/40 [==============================] - 0s 10ms/step - loss: 0.1066 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1066 - accuracy: 0.9625 - val_loss: 0.1017 - val_accuracy: 0.9625
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0944 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0944 - accuracy: 0.9656 - val_loss: 0.1127 - val_accuracy: 0.9625
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.1127 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0722 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0989 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0989 - accuracy: 0.9633 - val_loss: 0.1087 - val_accuracy: 0.9594
Epoch 70/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0745 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0980 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0980 - accuracy: 0.9648 - val_loss: 0.0966 - val_accuracy: 0.9688
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1013 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1013 - accuracy: 0.9625 - val_loss: 0.0976 - val_accuracy: 0.9656
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0949 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.0949 - accuracy: 0.9602 - val_loss: 0.0958 - val_accuracy: 0.9688
Epoch 73/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0918 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0918 - accuracy: 0.9664 - val_loss: 0.0989 - val_accuracy: 0.9656
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0960 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0960 - accuracy: 0.9680 - val_loss: 0.1105 - val_accuracy: 0.9625
Epoch 75/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1015 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.0917 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0917 - accuracy: 0.9648 - val_loss: 0.0964 - val_accuracy: 0.9656
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0912 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0912 - accuracy: 0.9664 - val_loss: 0.0932 - val_accuracy: 0.9688
Epoch 77/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0908 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0881 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0881 - accuracy: 0.9680 - val_loss: 0.0917 - val_accuracy: 0.9719
Epoch 78/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0904 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0904 - accuracy: 0.9695 - val_loss: 0.1294 - val_accuracy: 0.9531
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0933 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0933 - accuracy: 0.9633 - val_loss: 0.0918 - val_accuracy: 0.9688
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0858 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0858 - accuracy: 0.9688 - val_loss: 0.1036 - val_accuracy: 0.9625
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0894 - accuracy: 0.9680
40/40 [==============================] - 1s 13ms/step - loss: 0.0894 - accuracy: 0.9680 - val_loss: 0.0976 - val_accuracy: 0.9656
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0879 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0879 - accuracy: 0.9719 - val_loss: 0.1009 - val_accuracy: 0.9563
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0986 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0986 - accuracy: 0.9617 - val_loss: 0.0889 - val_accuracy: 0.9719
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0860 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0860 - accuracy: 0.9727 - val_loss: 0.0899 - val_accuracy: 0.9719
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0876 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0876 - accuracy: 0.9695 - val_loss: 0.0905 - val_accuracy: 0.9719
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0819 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0819 - accuracy: 0.9719 - val_loss: 0.0952 - val_accuracy: 0.9656
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0848 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0848 - accuracy: 0.9703 - val_loss: 0.1052 - val_accuracy: 0.9625
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0838 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0838 - accuracy: 0.9719 - val_loss: 0.0896 - val_accuracy: 0.9656
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0833 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0833 - accuracy: 0.9711 - val_loss: 0.0872 - val_accuracy: 0.9719
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0829 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0829 - accuracy: 0.9758 - val_loss: 0.0875 - val_accuracy: 0.9688
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0882 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0882 - accuracy: 0.9648 - val_loss: 0.0916 - val_accuracy: 0.9656
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0861 - accuracy: 0.9688
40/40 [==============================] - 1s 13ms/step - loss: 0.0861 - accuracy: 0.9688 - val_loss: 0.0855 - val_accuracy: 0.9719
Epoch 93/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9911
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40/40 [==============================] - 0s 9ms/step - loss: 0.0882 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0882 - accuracy: 0.9703 - val_loss: 0.0878 - val_accuracy: 0.9625
Epoch 94/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0685 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.0822 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0822 - accuracy: 0.9656 - val_loss: 0.0865 - val_accuracy: 0.9656
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0947 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.0947 - accuracy: 0.9602 - val_loss: 0.0829 - val_accuracy: 0.9688
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0868 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0868 - accuracy: 0.9695 - val_loss: 0.0832 - val_accuracy: 0.9688
Epoch 97/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0841 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0798 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0798 - accuracy: 0.9734 - val_loss: 0.1000 - val_accuracy: 0.9656
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0822 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0822 - accuracy: 0.9719 - val_loss: 0.0976 - val_accuracy: 0.9594
Epoch 99/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0773 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0773 - accuracy: 0.9703 - val_loss: 0.0824 - val_accuracy: 0.9719
Epoch 100/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1280 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.0815 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0815 - accuracy: 0.9703 - val_loss: 0.0935 - val_accuracy: 0.96562022-11-21 20:15:23.560820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.962
Epoch 1/1002022-11-21 20:15:23.824902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 30.0190 - accuracy: 0.0000e+00
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40/40 [==============================] - 1s 10ms/step - loss: 17.9219 - accuracy: 0.14372022-11-21 20:15:24.374132: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 17.9219 - accuracy: 0.1437 - val_loss: 7.8892 - val_accuracy: 0.4313
Epoch 2/100
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40/40 [==============================] - 0s 10ms/step - loss: 4.2921 - accuracy: 0.4734
40/40 [==============================] - 1s 15ms/step - loss: 4.2921 - accuracy: 0.4734 - val_loss: 2.1251 - val_accuracy: 0.5719
Epoch 3/100
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31/40 [======================>.......] - ETA: 0s - loss: 1.5696 - accuracy: 0.6341
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40/40 [==============================] - 0s 9ms/step - loss: 1.3932 - accuracy: 0.6484
40/40 [==============================] - 1s 15ms/step - loss: 1.3932 - accuracy: 0.6484 - val_loss: 0.6650 - val_accuracy: 0.7000
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.7882 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.6598 - accuracy: 0.7321
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40/40 [==============================] - 0s 10ms/step - loss: 0.5219 - accuracy: 0.7695
40/40 [==============================] - 1s 15ms/step - loss: 0.5219 - accuracy: 0.7695 - val_loss: 0.3240 - val_accuracy: 0.8625
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.3825 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4601 - accuracy: 0.8080
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40/40 [==============================] - 0s 9ms/step - loss: 0.3170 - accuracy: 0.8813
40/40 [==============================] - 1s 14ms/step - loss: 0.3170 - accuracy: 0.8813 - val_loss: 0.2050 - val_accuracy: 0.9344
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.2837 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2555 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2373 - accuracy: 0.9305
40/40 [==============================] - 1s 14ms/step - loss: 0.2373 - accuracy: 0.9305 - val_loss: 0.1741 - val_accuracy: 0.9531
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.2448 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2891 - accuracy: 0.9196
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40/40 [==============================] - 0s 9ms/step - loss: 0.2111 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.2111 - accuracy: 0.9352 - val_loss: 0.1607 - val_accuracy: 0.9531
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.0862 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1844 - accuracy: 0.9509
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19/40 [=============>................] - ETA: 0s - loss: 0.2004 - accuracy: 0.9457
25/40 [=================>............] - ETA: 0s - loss: 0.1932 - accuracy: 0.9475
30/40 [=====================>........] - ETA: 0s - loss: 0.1980 - accuracy: 0.9469
36/40 [==========================>...] - ETA: 0s - loss: 0.2021 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1977 - accuracy: 0.9383
40/40 [==============================] - 1s 15ms/step - loss: 0.1977 - accuracy: 0.9383 - val_loss: 0.1431 - val_accuracy: 0.9625
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.1648 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2002 - accuracy: 0.9271
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18/40 [============>.................] - ETA: 0s - loss: 0.2102 - accuracy: 0.9253
24/40 [=================>............] - ETA: 0s - loss: 0.1835 - accuracy: 0.9388
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36/40 [==========================>...] - ETA: 0s - loss: 0.1832 - accuracy: 0.9418
40/40 [==============================] - 0s 9ms/step - loss: 0.1822 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1822 - accuracy: 0.9414 - val_loss: 0.1476 - val_accuracy: 0.9594
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.1427 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2563 - accuracy: 0.9107
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19/40 [=============>................] - ETA: 0s - loss: 0.2079 - accuracy: 0.9408
25/40 [=================>............] - ETA: 0s - loss: 0.1937 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1837 - accuracy: 0.9476
37/40 [==========================>...] - ETA: 0s - loss: 0.1811 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1780 - accuracy: 0.9453
40/40 [==============================] - 1s 15ms/step - loss: 0.1780 - accuracy: 0.9453 - val_loss: 0.1327 - val_accuracy: 0.9625
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.3217 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1442 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1937 - accuracy: 0.9423
19/40 [=============>................] - ETA: 0s - loss: 0.1653 - accuracy: 0.9539
25/40 [=================>............] - ETA: 0s - loss: 0.1550 - accuracy: 0.9550
31/40 [======================>.......] - ETA: 0s - loss: 0.1718 - accuracy: 0.9486
37/40 [==========================>...] - ETA: 0s - loss: 0.1704 - accuracy: 0.9502
40/40 [==============================] - 0s 9ms/step - loss: 0.1722 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1722 - accuracy: 0.9477 - val_loss: 0.1288 - val_accuracy: 0.9531
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.1182 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2198 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.1846 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.1924 - accuracy: 0.9359
25/40 [=================>............] - ETA: 0s - loss: 0.1868 - accuracy: 0.9362
32/40 [=======================>......] - ETA: 0s - loss: 0.1810 - accuracy: 0.9375
39/40 [============================>.] - ETA: 0s - loss: 0.1660 - accuracy: 0.9431
40/40 [==============================] - 0s 9ms/step - loss: 0.1693 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1693 - accuracy: 0.9414 - val_loss: 0.1229 - val_accuracy: 0.9594
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.0896 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1249 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.1436 - accuracy: 0.9479
18/40 [============>.................] - ETA: 0s - loss: 0.1504 - accuracy: 0.9427
24/40 [=================>............] - ETA: 0s - loss: 0.1634 - accuracy: 0.9440
30/40 [=====================>........] - ETA: 0s - loss: 0.1641 - accuracy: 0.9458
36/40 [==========================>...] - ETA: 0s - loss: 0.1541 - accuracy: 0.9488
40/40 [==============================] - 0s 9ms/step - loss: 0.1562 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1562 - accuracy: 0.9477 - val_loss: 0.1201 - val_accuracy: 0.9625
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.0379 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1587 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1544 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1622 - accuracy: 0.9507
25/40 [=================>............] - ETA: 0s - loss: 0.1667 - accuracy: 0.9462
31/40 [======================>.......] - ETA: 0s - loss: 0.1682 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1570 - accuracy: 0.9476
40/40 [==============================] - 0s 9ms/step - loss: 0.1537 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1537 - accuracy: 0.9492 - val_loss: 0.1200 - val_accuracy: 0.9625
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.0354 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1602 - accuracy: 0.9688
12/40 [========>.....................] - ETA: 0s - loss: 0.1776 - accuracy: 0.9531
18/40 [============>.................] - ETA: 0s - loss: 0.1571 - accuracy: 0.9618
24/40 [=================>............] - ETA: 0s - loss: 0.1478 - accuracy: 0.9596
30/40 [=====================>........] - ETA: 0s - loss: 0.1589 - accuracy: 0.9510
36/40 [==========================>...] - ETA: 0s - loss: 0.1574 - accuracy: 0.9497
40/40 [==============================] - 0s 9ms/step - loss: 0.1513 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1513 - accuracy: 0.9531 - val_loss: 0.1141 - val_accuracy: 0.9688
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.1452 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1993 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.1557 - accuracy: 0.9495
19/40 [=============>................] - ETA: 0s - loss: 0.1518 - accuracy: 0.9507
25/40 [=================>............] - ETA: 0s - loss: 0.1551 - accuracy: 0.9500
31/40 [======================>.......] - ETA: 0s - loss: 0.1447 - accuracy: 0.9516
37/40 [==========================>...] - ETA: 0s - loss: 0.1427 - accuracy: 0.9544
40/40 [==============================] - 0s 9ms/step - loss: 0.1429 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1429 - accuracy: 0.9531 - val_loss: 0.1098 - val_accuracy: 0.9656
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.0813 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2283 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.1746 - accuracy: 0.9427
19/40 [=============>................] - ETA: 0s - loss: 0.1412 - accuracy: 0.9539
26/40 [==================>...........] - ETA: 0s - loss: 0.1408 - accuracy: 0.9543
33/40 [=======================>......] - ETA: 0s - loss: 0.1406 - accuracy: 0.9545
40/40 [==============================] - 0s 9ms/step - loss: 0.1407 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1407 - accuracy: 0.9539 - val_loss: 0.1091 - val_accuracy: 0.9719
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.1284 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1328 - accuracy: 0.9509
12/40 [========>.....................] - ETA: 0s - loss: 0.1384 - accuracy: 0.9557
18/40 [============>.................] - ETA: 0s - loss: 0.1235 - accuracy: 0.9583
24/40 [=================>............] - ETA: 0s - loss: 0.1247 - accuracy: 0.9596
30/40 [=====================>........] - ETA: 0s - loss: 0.1262 - accuracy: 0.9573
36/40 [==========================>...] - ETA: 0s - loss: 0.1401 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1354 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1354 - accuracy: 0.9563 - val_loss: 0.1049 - val_accuracy: 0.9688
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.0812 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0885 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1228 - accuracy: 0.9495
19/40 [=============>................] - ETA: 0s - loss: 0.1410 - accuracy: 0.9441
23/40 [================>.............] - ETA: 0s - loss: 0.1375 - accuracy: 0.9470
28/40 [====================>.........] - ETA: 0s - loss: 0.1397 - accuracy: 0.9487
34/40 [========================>.....] - ETA: 0s - loss: 0.1356 - accuracy: 0.9513
40/40 [==============================] - 0s 10ms/step - loss: 0.1330 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1330 - accuracy: 0.9516 - val_loss: 0.1069 - val_accuracy: 0.9688
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.1933 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1761 - accuracy: 0.9479
12/40 [========>.....................] - ETA: 0s - loss: 0.1336 - accuracy: 0.9557
18/40 [============>.................] - ETA: 0s - loss: 0.1478 - accuracy: 0.9514
24/40 [=================>............] - ETA: 0s - loss: 0.1388 - accuracy: 0.9531
30/40 [=====================>........] - ETA: 0s - loss: 0.1371 - accuracy: 0.9510
36/40 [==========================>...] - ETA: 0s - loss: 0.1298 - accuracy: 0.9557
40/40 [==============================] - 0s 9ms/step - loss: 0.1308 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1308 - accuracy: 0.9555 - val_loss: 0.1088 - val_accuracy: 0.9750
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.0623 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1099 - accuracy: 0.9635
11/40 [=======>......................] - ETA: 0s - loss: 0.1375 - accuracy: 0.9517
17/40 [===========>..................] - ETA: 0s - loss: 0.1265 - accuracy: 0.9577
23/40 [================>.............] - ETA: 0s - loss: 0.1282 - accuracy: 0.9565
29/40 [====================>.........] - ETA: 0s - loss: 0.1300 - accuracy: 0.9547
35/40 [=========================>....] - ETA: 0s - loss: 0.1347 - accuracy: 0.9527
40/40 [==============================] - 0s 10ms/step - loss: 0.1274 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1274 - accuracy: 0.9578 - val_loss: 0.1085 - val_accuracy: 0.9625
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.0855 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1208 - accuracy: 0.9635
12/40 [========>.....................] - ETA: 0s - loss: 0.1082 - accuracy: 0.9688
18/40 [============>.................] - ETA: 0s - loss: 0.1090 - accuracy: 0.9635
23/40 [================>.............] - ETA: 0s - loss: 0.1077 - accuracy: 0.9647
29/40 [====================>.........] - ETA: 0s - loss: 0.1238 - accuracy: 0.9547
35/40 [=========================>....] - ETA: 0s - loss: 0.1277 - accuracy: 0.9545
40/40 [==============================] - 0s 11ms/step - loss: 0.1269 - accuracy: 0.9563
40/40 [==============================] - 1s 16ms/step - loss: 0.1269 - accuracy: 0.9563 - val_loss: 0.1042 - val_accuracy: 0.9594
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.1461 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1336 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1241 - accuracy: 0.9591
20/40 [==============>...............] - ETA: 0s - loss: 0.1183 - accuracy: 0.9609
26/40 [==================>...........] - ETA: 0s - loss: 0.1191 - accuracy: 0.9639
32/40 [=======================>......] - ETA: 0s - loss: 0.1273 - accuracy: 0.9590
38/40 [===========================>..] - ETA: 0s - loss: 0.1240 - accuracy: 0.9605
40/40 [==============================] - 0s 9ms/step - loss: 0.1224 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1224 - accuracy: 0.9602 - val_loss: 0.0977 - val_accuracy: 0.9688
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1486 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1097 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.0843 - accuracy: 0.9688
18/40 [============>.................] - ETA: 0s - loss: 0.1013 - accuracy: 0.9618
24/40 [=================>............] - ETA: 0s - loss: 0.1160 - accuracy: 0.9570
30/40 [=====================>........] - ETA: 0s - loss: 0.1174 - accuracy: 0.9552
36/40 [==========================>...] - ETA: 0s - loss: 0.1177 - accuracy: 0.9540
40/40 [==============================] - 0s 10ms/step - loss: 0.1178 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1178 - accuracy: 0.9570 - val_loss: 0.1009 - val_accuracy: 0.9688
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.0574 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0699 - accuracy: 0.9740
11/40 [=======>......................] - ETA: 0s - loss: 0.0948 - accuracy: 0.9602
17/40 [===========>..................] - ETA: 0s - loss: 0.1091 - accuracy: 0.9577
23/40 [================>.............] - ETA: 0s - loss: 0.1160 - accuracy: 0.9579
29/40 [====================>.........] - ETA: 0s - loss: 0.1198 - accuracy: 0.9558
35/40 [=========================>....] - ETA: 0s - loss: 0.1148 - accuracy: 0.9571
40/40 [==============================] - 0s 10ms/step - loss: 0.1162 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1162 - accuracy: 0.9570 - val_loss: 0.0981 - val_accuracy: 0.9719
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.0322 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0853 - accuracy: 0.9732
13/40 [========>.....................] - ETA: 0s - loss: 0.1000 - accuracy: 0.9663
19/40 [=============>................] - ETA: 0s - loss: 0.1091 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1106 - accuracy: 0.9625
31/40 [======================>.......] - ETA: 0s - loss: 0.1154 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.1147 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1133 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1133 - accuracy: 0.9609 - val_loss: 0.0938 - val_accuracy: 0.9688
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.0346 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0982 - accuracy: 0.9688
12/40 [========>.....................] - ETA: 0s - loss: 0.0858 - accuracy: 0.9740
18/40 [============>.................] - ETA: 0s - loss: 0.1003 - accuracy: 0.9670
24/40 [=================>............] - ETA: 0s - loss: 0.1034 - accuracy: 0.9648
30/40 [=====================>........] - ETA: 0s - loss: 0.1074 - accuracy: 0.9625
36/40 [==========================>...] - ETA: 0s - loss: 0.1093 - accuracy: 0.9627
40/40 [==============================] - 0s 9ms/step - loss: 0.1119 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1119 - accuracy: 0.9609 - val_loss: 0.0941 - val_accuracy: 0.9750
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2329 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1758 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.1606 - accuracy: 0.9375
19/40 [=============>................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9507
26/40 [==================>...........] - ETA: 0s - loss: 0.1197 - accuracy: 0.9579
32/40 [=======================>......] - ETA: 0s - loss: 0.1146 - accuracy: 0.9600
39/40 [============================>.] - ETA: 0s - loss: 0.1087 - accuracy: 0.9599
40/40 [==============================] - 0s 9ms/step - loss: 0.1100 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1100 - accuracy: 0.9594 - val_loss: 0.0957 - val_accuracy: 0.9688
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1481 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9583
18/40 [============>.................] - ETA: 0s - loss: 0.1172 - accuracy: 0.9635
24/40 [=================>............] - ETA: 0s - loss: 0.1055 - accuracy: 0.9688
30/40 [=====================>........] - ETA: 0s - loss: 0.1055 - accuracy: 0.9688
36/40 [==========================>...] - ETA: 0s - loss: 0.1128 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.1090 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.1090 - accuracy: 0.9672 - val_loss: 0.0909 - val_accuracy: 0.9656
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.0415 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1135 - accuracy: 0.9479
12/40 [========>.....................] - ETA: 0s - loss: 0.0945 - accuracy: 0.9635
18/40 [============>.................] - ETA: 0s - loss: 0.0990 - accuracy: 0.9688
24/40 [=================>............] - ETA: 0s - loss: 0.0959 - accuracy: 0.9714
30/40 [=====================>........] - ETA: 0s - loss: 0.0946 - accuracy: 0.9719
36/40 [==========================>...] - ETA: 0s - loss: 0.1047 - accuracy: 0.9635
40/40 [==============================] - 0s 10ms/step - loss: 0.1094 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1094 - accuracy: 0.9625 - val_loss: 0.0859 - val_accuracy: 0.9719
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.0840 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0818 - accuracy: 0.9688
12/40 [========>.....................] - ETA: 0s - loss: 0.1099 - accuracy: 0.9609
18/40 [============>.................] - ETA: 0s - loss: 0.1268 - accuracy: 0.9514
24/40 [=================>............] - ETA: 0s - loss: 0.1106 - accuracy: 0.9596
30/40 [=====================>........] - ETA: 0s - loss: 0.1123 - accuracy: 0.9573
35/40 [=========================>....] - ETA: 0s - loss: 0.1115 - accuracy: 0.9598
40/40 [==============================] - 0s 10ms/step - loss: 0.1081 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1081 - accuracy: 0.9602 - val_loss: 0.0871 - val_accuracy: 0.9750
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.0768 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1201 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.0958 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.0998 - accuracy: 0.9688
25/40 [=================>............] - ETA: 0s - loss: 0.1036 - accuracy: 0.9650
31/40 [======================>.......] - ETA: 0s - loss: 0.1045 - accuracy: 0.9667
37/40 [==========================>...] - ETA: 0s - loss: 0.1027 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1051 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1051 - accuracy: 0.9656 - val_loss: 0.0850 - val_accuracy: 0.9750
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.0562 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0922 - accuracy: 0.9740
12/40 [========>.....................] - ETA: 0s - loss: 0.1024 - accuracy: 0.9714
19/40 [=============>................] - ETA: 0s - loss: 0.1020 - accuracy: 0.9688
26/40 [==================>...........] - ETA: 0s - loss: 0.1182 - accuracy: 0.9627
33/40 [=======================>......] - ETA: 0s - loss: 0.1086 - accuracy: 0.9659
40/40 [==============================] - 0s 9ms/step - loss: 0.1080 - accuracy: 0.9648
40/40 [==============================] - 1s 13ms/step - loss: 0.1080 - accuracy: 0.9648 - val_loss: 0.0930 - val_accuracy: 0.9688
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9688
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18/40 [============>.................] - ETA: 0s - loss: 0.0980 - accuracy: 0.9670
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30/40 [=====================>........] - ETA: 0s - loss: 0.0926 - accuracy: 0.9677
36/40 [==========================>...] - ETA: 0s - loss: 0.1048 - accuracy: 0.9644
40/40 [==============================] - 0s 10ms/step - loss: 0.1051 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.1051 - accuracy: 0.9641 - val_loss: 0.0960 - val_accuracy: 0.9688
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.0596 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1041 - accuracy: 0.9643
13/40 [========>.....................] - ETA: 0s - loss: 0.1137 - accuracy: 0.9639
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40/40 [==============================] - 0s 9ms/step - loss: 0.1053 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1053 - accuracy: 0.9633 - val_loss: 0.0977 - val_accuracy: 0.9688
Epoch 36/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1079 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1079 - accuracy: 0.9602 - val_loss: 0.0830 - val_accuracy: 0.9688
Epoch 37/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1010 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1010 - accuracy: 0.9633 - val_loss: 0.0832 - val_accuracy: 0.9656
Epoch 38/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0980 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0980 - accuracy: 0.9648 - val_loss: 0.0819 - val_accuracy: 0.9719
Epoch 39/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0948 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0948 - accuracy: 0.9641 - val_loss: 0.0908 - val_accuracy: 0.9688
Epoch 40/100
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37/40 [==========================>...] - ETA: 0s - loss: 0.0958 - accuracy: 0.9654
40/40 [==============================] - 0s 9ms/step - loss: 0.0993 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0993 - accuracy: 0.9656 - val_loss: 0.0830 - val_accuracy: 0.9719
Epoch 41/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1153 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.0965 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0965 - accuracy: 0.9625 - val_loss: 0.0872 - val_accuracy: 0.9656
Epoch 42/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0410 - accuracy: 0.9844
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36/40 [==========================>...] - ETA: 0s - loss: 0.0933 - accuracy: 0.9670
40/40 [==============================] - 0s 10ms/step - loss: 0.0950 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0950 - accuracy: 0.9648 - val_loss: 0.0959 - val_accuracy: 0.9625
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.0198 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9688
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36/40 [==========================>...] - ETA: 0s - loss: 0.0902 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0923 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0923 - accuracy: 0.9664 - val_loss: 0.0954 - val_accuracy: 0.9625
Epoch 44/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0636 - accuracy: 0.9740
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34/40 [========================>.....] - ETA: 0s - loss: 0.1002 - accuracy: 0.9596
40/40 [==============================] - 0s 8ms/step - loss: 0.0959 - accuracy: 0.9617
40/40 [==============================] - 1s 13ms/step - loss: 0.0959 - accuracy: 0.9617 - val_loss: 0.1114 - val_accuracy: 0.9625
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1456 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1295 - accuracy: 0.9464
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37/40 [==========================>...] - ETA: 0s - loss: 0.1001 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.0977 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0977 - accuracy: 0.9656 - val_loss: 0.0770 - val_accuracy: 0.9719
Epoch 46/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0949 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.0888 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.0903 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0903 - accuracy: 0.9680 - val_loss: 0.0825 - val_accuracy: 0.9656
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0626 - accuracy: 0.9821
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40/40 [==============================] - 0s 10ms/step - loss: 0.1024 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1024 - accuracy: 0.9625 - val_loss: 0.0791 - val_accuracy: 0.9688
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.0096 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0579 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0786 - accuracy: 0.9738
37/40 [==========================>...] - ETA: 0s - loss: 0.0865 - accuracy: 0.9704
40/40 [==============================] - 0s 9ms/step - loss: 0.0872 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0872 - accuracy: 0.9688 - val_loss: 0.0758 - val_accuracy: 0.9719
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0841 - accuracy: 0.9688
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32/40 [=======================>......] - ETA: 0s - loss: 0.0902 - accuracy: 0.9697
39/40 [============================>.] - ETA: 0s - loss: 0.0928 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0916 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0916 - accuracy: 0.9688 - val_loss: 0.0843 - val_accuracy: 0.9688
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0938 - accuracy: 0.9688
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29/40 [====================>.........] - ETA: 0s - loss: 0.0984 - accuracy: 0.9655
35/40 [=========================>....] - ETA: 0s - loss: 0.0929 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.0874 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0874 - accuracy: 0.9672 - val_loss: 0.0785 - val_accuracy: 0.9719
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0309 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1247 - accuracy: 0.9635
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35/40 [=========================>....] - ETA: 0s - loss: 0.0883 - accuracy: 0.9688
40/40 [==============================] - 0s 10ms/step - loss: 0.0873 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0873 - accuracy: 0.9688 - val_loss: 0.0867 - val_accuracy: 0.9719
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.1131 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0796 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0866 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0866 - accuracy: 0.9680 - val_loss: 0.0786 - val_accuracy: 0.9719
Epoch 53/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0982 - accuracy: 0.9554
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37/40 [==========================>...] - ETA: 0s - loss: 0.0958 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.0906 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0906 - accuracy: 0.9672 - val_loss: 0.0803 - val_accuracy: 0.9719
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0131 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0550 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0935 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.0886 - accuracy: 0.9662
40/40 [==============================] - 0s 9ms/step - loss: 0.0878 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0878 - accuracy: 0.9672 - val_loss: 0.0825 - val_accuracy: 0.9656
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.0326 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0881 - accuracy: 0.9792
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38/40 [===========================>..] - ETA: 0s - loss: 0.0895 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.0867 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0867 - accuracy: 0.9688 - val_loss: 0.0745 - val_accuracy: 0.9656
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1013 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0938 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.0861 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.0869 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0869 - accuracy: 0.9672 - val_loss: 0.0803 - val_accuracy: 0.9719
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.0589 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0609 - accuracy: 0.9821
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36/40 [==========================>...] - ETA: 0s - loss: 0.0922 - accuracy: 0.9670
40/40 [==============================] - 0s 10ms/step - loss: 0.0903 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0903 - accuracy: 0.9688 - val_loss: 0.0820 - val_accuracy: 0.9719
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.0201 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0677 - accuracy: 0.9740
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40/40 [==============================] - 0s 9ms/step - loss: 0.0791 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0791 - accuracy: 0.9711 - val_loss: 0.0754 - val_accuracy: 0.9688
Epoch 59/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.0875 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0875 - accuracy: 0.9664 - val_loss: 0.0713 - val_accuracy: 0.9688
Epoch 60/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.0881 - accuracy: 0.9712
40/40 [==============================] - 0s 9ms/step - loss: 0.0868 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0868 - accuracy: 0.9719 - val_loss: 0.0752 - val_accuracy: 0.9688
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0837 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0837 - accuracy: 0.9672 - val_loss: 0.0744 - val_accuracy: 0.9750
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0839 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0839 - accuracy: 0.9695 - val_loss: 0.0732 - val_accuracy: 0.9656
Epoch 63/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0923 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0923 - accuracy: 0.9633 - val_loss: 0.0765 - val_accuracy: 0.9625
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0806 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0806 - accuracy: 0.9688 - val_loss: 0.0793 - val_accuracy: 0.9625
Epoch 65/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0851 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0851 - accuracy: 0.9656 - val_loss: 0.0742 - val_accuracy: 0.9719
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0823 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0772 - accuracy: 0.9727
40/40 [==============================] - 1s 21ms/step - loss: 0.0772 - accuracy: 0.9727 - val_loss: 0.0752 - val_accuracy: 0.9688
Epoch 67/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0782 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0782 - accuracy: 0.9680 - val_loss: 0.0717 - val_accuracy: 0.9656
Epoch 68/100
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40/40 [==============================] - 1s 13ms/step - loss: 0.0798 - accuracy: 0.9719
40/40 [==============================] - 1s 18ms/step - loss: 0.0798 - accuracy: 0.9719 - val_loss: 0.0720 - val_accuracy: 0.9719
Epoch 69/100
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37/40 [==========================>...] - ETA: 0s - loss: 0.0781 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0776 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0776 - accuracy: 0.9711 - val_loss: 0.0790 - val_accuracy: 0.9719
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0842 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0842 - accuracy: 0.9703 - val_loss: 0.0880 - val_accuracy: 0.9656
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.0463 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0643 - accuracy: 0.9844
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40/40 [==============================] - 0s 10ms/step - loss: 0.0787 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0787 - accuracy: 0.9719 - val_loss: 0.0707 - val_accuracy: 0.9719
Epoch 72/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0674 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.0750 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0750 - accuracy: 0.9719 - val_loss: 0.0709 - val_accuracy: 0.9750
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0861 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0861 - accuracy: 0.9672 - val_loss: 0.0732 - val_accuracy: 0.9688
Epoch 74/100
1/40 [..............................] - ETA: 0s - loss: 0.1995 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.0749 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0749 - accuracy: 0.9727 - val_loss: 0.0784 - val_accuracy: 0.9656
Epoch 75/100
1/40 [..............................] - ETA: 0s - loss: 0.0310 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0679 - accuracy: 0.9792
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37/40 [==========================>...] - ETA: 0s - loss: 0.0841 - accuracy: 0.9696
40/40 [==============================] - 0s 9ms/step - loss: 0.0828 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0828 - accuracy: 0.9703 - val_loss: 0.0819 - val_accuracy: 0.9656
Epoch 76/100
1/40 [..............................] - ETA: 0s - loss: 0.2224 - accuracy: 0.9062
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40/40 [==============================] - 0s 9ms/step - loss: 0.0786 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0786 - accuracy: 0.9695 - val_loss: 0.0680 - val_accuracy: 0.9719
Epoch 77/100
1/40 [..............................] - ETA: 0s - loss: 0.0319 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0837 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.0758 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0758 - accuracy: 0.9727 - val_loss: 0.0789 - val_accuracy: 0.9625
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.1700 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.0874 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.0852 - accuracy: 0.9698
37/40 [==========================>...] - ETA: 0s - loss: 0.0871 - accuracy: 0.9713
40/40 [==============================] - 0s 9ms/step - loss: 0.0831 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0831 - accuracy: 0.9719 - val_loss: 0.0678 - val_accuracy: 0.9750
Epoch 79/100
1/40 [..............................] - ETA: 0s - loss: 0.0523 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0750 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.0768 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0768 - accuracy: 0.9711 - val_loss: 0.0682 - val_accuracy: 0.9688
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0715 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.0793 - accuracy: 0.9721
40/40 [==============================] - 0s 10ms/step - loss: 0.0745 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0745 - accuracy: 0.9742 - val_loss: 0.0704 - val_accuracy: 0.9719
Epoch 81/100
1/40 [..............................] - ETA: 0s - loss: 0.1276 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1086 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.0748 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0748 - accuracy: 0.9719 - val_loss: 0.0729 - val_accuracy: 0.9688
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0718 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0718 - accuracy: 0.9742 - val_loss: 0.0854 - val_accuracy: 0.9688
Epoch 83/100
1/40 [..............................] - ETA: 0s - loss: 0.0149 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0391 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0783 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0783 - accuracy: 0.9688 - val_loss: 0.0782 - val_accuracy: 0.9656
Epoch 84/100
1/40 [..............................] - ETA: 0s - loss: 0.0181 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0725 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.0793 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0793 - accuracy: 0.9680 - val_loss: 0.0743 - val_accuracy: 0.9656
Epoch 85/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.0763 - accuracy: 0.9748
40/40 [==============================] - 0s 9ms/step - loss: 0.0746 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0746 - accuracy: 0.9750 - val_loss: 0.0749 - val_accuracy: 0.9719
Epoch 86/100
1/40 [..............................] - ETA: 0s - loss: 0.0362 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0564 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0743 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0743 - accuracy: 0.9734 - val_loss: 0.0697 - val_accuracy: 0.9656
Epoch 87/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0997 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.0697 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0697 - accuracy: 0.9766 - val_loss: 0.0688 - val_accuracy: 0.9781
Epoch 88/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0691 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0762 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0762 - accuracy: 0.9727 - val_loss: 0.0719 - val_accuracy: 0.9750
Epoch 89/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0858 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.0789 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0789 - accuracy: 0.9680 - val_loss: 0.0722 - val_accuracy: 0.9719
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0768 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0768 - accuracy: 0.9766 - val_loss: 0.0726 - val_accuracy: 0.9719
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0597 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.0722 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0722 - accuracy: 0.9727 - val_loss: 0.0684 - val_accuracy: 0.9719
Epoch 92/100
1/40 [..............................] - ETA: 0s - loss: 0.1500 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0670 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0683 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0683 - accuracy: 0.9734 - val_loss: 0.0658 - val_accuracy: 0.9719
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.0323 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0697 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.0671 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0671 - accuracy: 0.9742 - val_loss: 0.0737 - val_accuracy: 0.9750
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0550 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0962 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0760 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0760 - accuracy: 0.9766 - val_loss: 0.0733 - val_accuracy: 0.9688
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.0069 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0488 - accuracy: 0.9792
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30/40 [=====================>........] - ETA: 0s - loss: 0.0676 - accuracy: 0.9771
36/40 [==========================>...] - ETA: 0s - loss: 0.0637 - accuracy: 0.9792
40/40 [==============================] - 0s 9ms/step - loss: 0.0713 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0713 - accuracy: 0.9750 - val_loss: 0.0708 - val_accuracy: 0.9719
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.0616 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0881 - accuracy: 0.9777
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36/40 [==========================>...] - ETA: 0s - loss: 0.0742 - accuracy: 0.9722
40/40 [==============================] - 0s 9ms/step - loss: 0.0729 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0729 - accuracy: 0.9719 - val_loss: 0.0729 - val_accuracy: 0.9656
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.0095 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0317 - accuracy: 0.9896
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40/40 [==============================] - 0s 9ms/step - loss: 0.0725 - accuracy: 0.9734
40/40 [==============================] - 1s 13ms/step - loss: 0.0725 - accuracy: 0.9734 - val_loss: 0.0697 - val_accuracy: 0.9750
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0232 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0540 - accuracy: 0.9740
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40/40 [==============================] - 0s 10ms/step - loss: 0.0666 - accuracy: 0.9781
40/40 [==============================] - 1s 15ms/step - loss: 0.0666 - accuracy: 0.9781 - val_loss: 0.0677 - val_accuracy: 0.9656
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1304 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9688
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36/40 [==========================>...] - ETA: 0s - loss: 0.0714 - accuracy: 0.9757
40/40 [==============================] - 0s 9ms/step - loss: 0.0713 - accuracy: 0.9766
40/40 [==============================] - 1s 15ms/step - loss: 0.0713 - accuracy: 0.9766 - val_loss: 0.0739 - val_accuracy: 0.9625
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.0122 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0493 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0764 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0764 - accuracy: 0.9703 - val_loss: 0.0766 - val_accuracy: 0.96562022-11-21 20:16:22.745300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.975
Epoch 1/1002022-11-21 20:16:23.083392: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 27.2242 - accuracy: 0.1875
5/40 [==>...........................] - ETA: 0s - loss: 27.4896 - accuracy: 0.2250
10/40 [======>.......................] - ETA: 0s - loss: 25.2724 - accuracy: 0.2156
16/40 [===========>..................] - ETA: 0s - loss: 21.2161 - accuracy: 0.2324
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33/40 [=======================>......] - ETA: 0s - loss: 15.0008 - accuracy: 0.1676
39/40 [============================>.] - ETA: 0s - loss: 13.5381 - accuracy: 0.1546
40/40 [==============================] - 1s 10ms/step - loss: 13.3357 - accuracy: 0.15312022-11-21 20:16:23.639041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 13.3357 - accuracy: 0.1531 - val_loss: 4.6184 - val_accuracy: 0.0781
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 4.6641 - accuracy: 0.0625
6/40 [===>..........................] - ETA: 0s - loss: 3.9546 - accuracy: 0.0677
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17/40 [===========>..................] - ETA: 0s - loss: 3.7336 - accuracy: 0.0754
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29/40 [====================>.........] - ETA: 0s - loss: 3.3550 - accuracy: 0.0905
35/40 [=========================>....] - ETA: 0s - loss: 3.2580 - accuracy: 0.0991
40/40 [==============================] - 0s 9ms/step - loss: 3.1516 - accuracy: 0.1070
40/40 [==============================] - 1s 15ms/step - loss: 3.1516 - accuracy: 0.1070 - val_loss: 2.6544 - val_accuracy: 0.2031
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 2.1174 - accuracy: 0.2500
6/40 [===>..........................] - ETA: 0s - loss: 2.4071 - accuracy: 0.1875
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30/40 [=====================>........] - ETA: 0s - loss: 2.3065 - accuracy: 0.1365
36/40 [==========================>...] - ETA: 0s - loss: 2.2508 - accuracy: 0.1319
40/40 [==============================] - 0s 9ms/step - loss: 2.2078 - accuracy: 0.1344
40/40 [==============================] - 1s 15ms/step - loss: 2.2078 - accuracy: 0.1344 - val_loss: 2.0092 - val_accuracy: 0.1250
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.9673 - accuracy: 0.0938
6/40 [===>..........................] - ETA: 0s - loss: 1.9143 - accuracy: 0.1562
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18/40 [============>.................] - ETA: 0s - loss: 1.8322 - accuracy: 0.1528
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30/40 [=====================>........] - ETA: 0s - loss: 1.8011 - accuracy: 0.1604
36/40 [==========================>...] - ETA: 0s - loss: 1.7805 - accuracy: 0.1641
40/40 [==============================] - 0s 9ms/step - loss: 1.7711 - accuracy: 0.1617
40/40 [==============================] - 1s 15ms/step - loss: 1.7711 - accuracy: 0.1617 - val_loss: 1.6848 - val_accuracy: 0.1406
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.6729 - accuracy: 0.1250
7/40 [====>.........................] - ETA: 0s - loss: 1.5982 - accuracy: 0.1250
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25/40 [=================>............] - ETA: 0s - loss: 1.5725 - accuracy: 0.2175
31/40 [======================>.......] - ETA: 0s - loss: 1.5617 - accuracy: 0.2117
37/40 [==========================>...] - ETA: 0s - loss: 1.5511 - accuracy: 0.2145
40/40 [==============================] - 0s 9ms/step - loss: 1.5489 - accuracy: 0.2227
40/40 [==============================] - 1s 14ms/step - loss: 1.5489 - accuracy: 0.2227 - val_loss: 1.4873 - val_accuracy: 0.2594
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.4594 - accuracy: 0.3125
6/40 [===>..........................] - ETA: 0s - loss: 1.4870 - accuracy: 0.3125
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18/40 [============>.................] - ETA: 0s - loss: 1.4323 - accuracy: 0.3021
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29/40 [====================>.........] - ETA: 0s - loss: 1.4094 - accuracy: 0.3308
36/40 [==========================>...] - ETA: 0s - loss: 1.3951 - accuracy: 0.3273
40/40 [==============================] - 0s 9ms/step - loss: 1.3892 - accuracy: 0.3195
40/40 [==============================] - 1s 14ms/step - loss: 1.3892 - accuracy: 0.3195 - val_loss: 1.3589 - val_accuracy: 0.3125
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.3590 - accuracy: 0.2812
7/40 [====>.........................] - ETA: 0s - loss: 1.3694 - accuracy: 0.2902
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40/40 [==============================] - 0s 10ms/step - loss: 1.2726 - accuracy: 0.4055
40/40 [==============================] - 1s 15ms/step - loss: 1.2726 - accuracy: 0.4055 - val_loss: 1.2271 - val_accuracy: 0.4219
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.3214 - accuracy: 0.4375
6/40 [===>..........................] - ETA: 0s - loss: 1.2588 - accuracy: 0.4062
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30/40 [=====================>........] - ETA: 0s - loss: 1.1676 - accuracy: 0.4865
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40/40 [==============================] - 0s 9ms/step - loss: 1.1630 - accuracy: 0.4945
40/40 [==============================] - 1s 15ms/step - loss: 1.1630 - accuracy: 0.4945 - val_loss: 1.1211 - val_accuracy: 0.5031
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.1881 - accuracy: 0.5000
6/40 [===>..........................] - ETA: 0s - loss: 1.1331 - accuracy: 0.5260
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36/40 [==========================>...] - ETA: 0s - loss: 1.0772 - accuracy: 0.5434
40/40 [==============================] - 0s 10ms/step - loss: 1.0688 - accuracy: 0.5523
40/40 [==============================] - 1s 15ms/step - loss: 1.0688 - accuracy: 0.5523 - val_loss: 1.0165 - val_accuracy: 0.5813
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.2220 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 1.0215 - accuracy: 0.6027
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31/40 [======================>.......] - ETA: 0s - loss: 0.9920 - accuracy: 0.5988
37/40 [==========================>...] - ETA: 0s - loss: 0.9797 - accuracy: 0.6081
40/40 [==============================] - 0s 9ms/step - loss: 0.9781 - accuracy: 0.6102
40/40 [==============================] - 1s 15ms/step - loss: 0.9781 - accuracy: 0.6102 - val_loss: 0.9135 - val_accuracy: 0.6906
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.1221 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 0.9495 - accuracy: 0.6250
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33/40 [=======================>......] - ETA: 0s - loss: 0.9046 - accuracy: 0.6553
40/40 [==============================] - 0s 9ms/step - loss: 0.8945 - accuracy: 0.6602
40/40 [==============================] - 1s 14ms/step - loss: 0.8945 - accuracy: 0.6602 - val_loss: 0.8382 - val_accuracy: 0.6906
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.8194 - accuracy: 0.7188
6/40 [===>..........................] - ETA: 0s - loss: 0.8522 - accuracy: 0.6823
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31/40 [======================>.......] - ETA: 0s - loss: 0.8140 - accuracy: 0.6966
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40/40 [==============================] - 0s 9ms/step - loss: 0.8206 - accuracy: 0.6875
40/40 [==============================] - 1s 14ms/step - loss: 0.8206 - accuracy: 0.6875 - val_loss: 0.7682 - val_accuracy: 0.7469
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.7063 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.7387 - accuracy: 0.7768
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31/40 [======================>.......] - ETA: 0s - loss: 0.7654 - accuracy: 0.7308
37/40 [==========================>...] - ETA: 0s - loss: 0.7630 - accuracy: 0.7247
40/40 [==============================] - 0s 9ms/step - loss: 0.7589 - accuracy: 0.7297
40/40 [==============================] - 1s 15ms/step - loss: 0.7589 - accuracy: 0.7297 - val_loss: 0.7064 - val_accuracy: 0.7906
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.7376 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.7408 - accuracy: 0.7277
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31/40 [======================>.......] - ETA: 0s - loss: 0.7123 - accuracy: 0.7460
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40/40 [==============================] - 0s 9ms/step - loss: 0.7066 - accuracy: 0.7469
40/40 [==============================] - 1s 14ms/step - loss: 0.7066 - accuracy: 0.7469 - val_loss: 0.6565 - val_accuracy: 0.7750
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.6357 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.6906 - accuracy: 0.7500
13/40 [========>.....................] - ETA: 0s - loss: 0.6727 - accuracy: 0.7500
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25/40 [=================>............] - ETA: 0s - loss: 0.6809 - accuracy: 0.7400
31/40 [======================>.......] - ETA: 0s - loss: 0.6719 - accuracy: 0.7440
37/40 [==========================>...] - ETA: 0s - loss: 0.6617 - accuracy: 0.7551
40/40 [==============================] - 0s 9ms/step - loss: 0.6625 - accuracy: 0.7563
40/40 [==============================] - 1s 15ms/step - loss: 0.6625 - accuracy: 0.7563 - val_loss: 0.6168 - val_accuracy: 0.7812
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.6281 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.6381 - accuracy: 0.7545
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18/40 [============>.................] - ETA: 0s - loss: 0.6389 - accuracy: 0.7552
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40/40 [==============================] - 0s 9ms/step - loss: 0.6202 - accuracy: 0.7680
40/40 [==============================] - 1s 14ms/step - loss: 0.6202 - accuracy: 0.7680 - val_loss: 0.5690 - val_accuracy: 0.8031
Epoch 17/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5821 - accuracy: 0.7922
40/40 [==============================] - 1s 14ms/step - loss: 0.5821 - accuracy: 0.7922 - val_loss: 0.5311 - val_accuracy: 0.8406
Epoch 18/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5807 - accuracy: 0.7857
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40/40 [==============================] - 0s 9ms/step - loss: 0.5539 - accuracy: 0.8094
40/40 [==============================] - 1s 15ms/step - loss: 0.5539 - accuracy: 0.8094 - val_loss: 0.4978 - val_accuracy: 0.8500
Epoch 19/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5593 - accuracy: 0.7902
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40/40 [==============================] - 0s 9ms/step - loss: 0.5196 - accuracy: 0.8141
40/40 [==============================] - 1s 15ms/step - loss: 0.5196 - accuracy: 0.8141 - val_loss: 0.4955 - val_accuracy: 0.8281
Epoch 20/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.5224 - accuracy: 0.8281
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40/40 [==============================] - 0s 10ms/step - loss: 0.4983 - accuracy: 0.8242
40/40 [==============================] - 1s 15ms/step - loss: 0.4983 - accuracy: 0.8242 - val_loss: 0.4491 - val_accuracy: 0.8344
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.5847 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4441 - accuracy: 0.8705
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31/40 [======================>.......] - ETA: 0s - loss: 0.4672 - accuracy: 0.8337
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40/40 [==============================] - 0s 10ms/step - loss: 0.4584 - accuracy: 0.8320
40/40 [==============================] - 1s 15ms/step - loss: 0.4584 - accuracy: 0.8320 - val_loss: 0.4286 - val_accuracy: 0.8562
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.4442 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4441 - accuracy: 0.8438
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20/40 [==============>...............] - ETA: 0s - loss: 0.4420 - accuracy: 0.8406
27/40 [===================>..........] - ETA: 0s - loss: 0.4327 - accuracy: 0.8438
34/40 [========================>.....] - ETA: 0s - loss: 0.4328 - accuracy: 0.8419
40/40 [==============================] - 0s 8ms/step - loss: 0.4355 - accuracy: 0.8383
40/40 [==============================] - 1s 13ms/step - loss: 0.4355 - accuracy: 0.8383 - val_loss: 0.3908 - val_accuracy: 0.8438
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.4049 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.4337 - accuracy: 0.8527
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18/40 [============>.................] - ETA: 0s - loss: 0.4294 - accuracy: 0.8333
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30/40 [=====================>........] - ETA: 0s - loss: 0.4174 - accuracy: 0.8344
36/40 [==========================>...] - ETA: 0s - loss: 0.4167 - accuracy: 0.8342
40/40 [==============================] - 0s 9ms/step - loss: 0.4119 - accuracy: 0.8367
40/40 [==============================] - 1s 15ms/step - loss: 0.4119 - accuracy: 0.8367 - val_loss: 0.3686 - val_accuracy: 0.8625
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.4808 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.4172 - accuracy: 0.8333
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30/40 [=====================>........] - ETA: 0s - loss: 0.3950 - accuracy: 0.8427
36/40 [==========================>...] - ETA: 0s - loss: 0.3889 - accuracy: 0.8455
40/40 [==============================] - 0s 9ms/step - loss: 0.3838 - accuracy: 0.8484
40/40 [==============================] - 1s 15ms/step - loss: 0.3838 - accuracy: 0.8484 - val_loss: 0.3650 - val_accuracy: 0.8750
Epoch 25/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3635 - accuracy: 0.8661
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31/40 [======================>.......] - ETA: 0s - loss: 0.3727 - accuracy: 0.8579
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40/40 [==============================] - 0s 9ms/step - loss: 0.3748 - accuracy: 0.8562
40/40 [==============================] - 1s 14ms/step - loss: 0.3748 - accuracy: 0.8562 - val_loss: 0.3371 - val_accuracy: 0.8844
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.3044 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2972 - accuracy: 0.8839
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19/40 [=============>................] - ETA: 0s - loss: 0.3539 - accuracy: 0.8586
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31/40 [======================>.......] - ETA: 0s - loss: 0.3620 - accuracy: 0.8498
37/40 [==========================>...] - ETA: 0s - loss: 0.3523 - accuracy: 0.8564
40/40 [==============================] - 0s 9ms/step - loss: 0.3568 - accuracy: 0.8523
40/40 [==============================] - 1s 15ms/step - loss: 0.3568 - accuracy: 0.8523 - val_loss: 0.3226 - val_accuracy: 0.8688
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.3263 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3037 - accuracy: 0.8802
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18/40 [============>.................] - ETA: 0s - loss: 0.3348 - accuracy: 0.8681
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37/40 [==========================>...] - ETA: 0s - loss: 0.3389 - accuracy: 0.8615
40/40 [==============================] - 0s 9ms/step - loss: 0.3418 - accuracy: 0.8617
40/40 [==============================] - 1s 14ms/step - loss: 0.3418 - accuracy: 0.8617 - val_loss: 0.3349 - val_accuracy: 0.8594
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2160 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3596 - accuracy: 0.8393
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20/40 [==============>...............] - ETA: 0s - loss: 0.3625 - accuracy: 0.8469
27/40 [===================>..........] - ETA: 0s - loss: 0.3407 - accuracy: 0.8576
34/40 [========================>.....] - ETA: 0s - loss: 0.3363 - accuracy: 0.8676
40/40 [==============================] - 0s 9ms/step - loss: 0.3256 - accuracy: 0.8734
40/40 [==============================] - 1s 14ms/step - loss: 0.3256 - accuracy: 0.8734 - val_loss: 0.3068 - val_accuracy: 0.8625
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.2279 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3002 - accuracy: 0.8839
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19/40 [=============>................] - ETA: 0s - loss: 0.2987 - accuracy: 0.8849
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37/40 [==========================>...] - ETA: 0s - loss: 0.3105 - accuracy: 0.8742
40/40 [==============================] - 0s 9ms/step - loss: 0.3138 - accuracy: 0.8703
40/40 [==============================] - 1s 15ms/step - loss: 0.3138 - accuracy: 0.8703 - val_loss: 0.3042 - val_accuracy: 0.8938
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.2903 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2708 - accuracy: 0.8929
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31/40 [======================>.......] - ETA: 0s - loss: 0.3005 - accuracy: 0.8821
37/40 [==========================>...] - ETA: 0s - loss: 0.3077 - accuracy: 0.8758
40/40 [==============================] - 0s 9ms/step - loss: 0.3094 - accuracy: 0.8750
40/40 [==============================] - 1s 15ms/step - loss: 0.3094 - accuracy: 0.8750 - val_loss: 0.2926 - val_accuracy: 0.8719
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2463 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3262 - accuracy: 0.8802
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30/40 [=====================>........] - ETA: 0s - loss: 0.3016 - accuracy: 0.8875
36/40 [==========================>...] - ETA: 0s - loss: 0.3011 - accuracy: 0.8854
40/40 [==============================] - 0s 9ms/step - loss: 0.2983 - accuracy: 0.8859
40/40 [==============================] - 1s 15ms/step - loss: 0.2983 - accuracy: 0.8859 - val_loss: 0.2874 - val_accuracy: 0.8906
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.4201 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.2731 - accuracy: 0.8854
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18/40 [============>.................] - ETA: 0s - loss: 0.2891 - accuracy: 0.8872
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36/40 [==========================>...] - ETA: 0s - loss: 0.2827 - accuracy: 0.8898
40/40 [==============================] - 0s 9ms/step - loss: 0.2892 - accuracy: 0.8852
40/40 [==============================] - 1s 14ms/step - loss: 0.2892 - accuracy: 0.8852 - val_loss: 0.2766 - val_accuracy: 0.8781
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.4238 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3090 - accuracy: 0.8527
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20/40 [==============>...............] - ETA: 0s - loss: 0.3132 - accuracy: 0.8562
27/40 [===================>..........] - ETA: 0s - loss: 0.3030 - accuracy: 0.8681
34/40 [========================>.....] - ETA: 0s - loss: 0.2977 - accuracy: 0.8713
40/40 [==============================] - 0s 8ms/step - loss: 0.2927 - accuracy: 0.8750
40/40 [==============================] - 1s 13ms/step - loss: 0.2927 - accuracy: 0.8750 - val_loss: 0.2772 - val_accuracy: 0.8938
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.3490 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2946 - accuracy: 0.8839
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25/40 [=================>............] - ETA: 0s - loss: 0.2680 - accuracy: 0.8912
31/40 [======================>.......] - ETA: 0s - loss: 0.2728 - accuracy: 0.8861
37/40 [==========================>...] - ETA: 0s - loss: 0.2846 - accuracy: 0.8784
40/40 [==============================] - 0s 9ms/step - loss: 0.2867 - accuracy: 0.8789
40/40 [==============================] - 1s 15ms/step - loss: 0.2867 - accuracy: 0.8789 - val_loss: 0.2689 - val_accuracy: 0.8750
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2519 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2866 - accuracy: 0.8698
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17/40 [===========>..................] - ETA: 0s - loss: 0.2966 - accuracy: 0.8750
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29/40 [====================>.........] - ETA: 0s - loss: 0.2716 - accuracy: 0.8879
35/40 [=========================>....] - ETA: 0s - loss: 0.2805 - accuracy: 0.8786
40/40 [==============================] - 0s 10ms/step - loss: 0.2787 - accuracy: 0.8820
40/40 [==============================] - 1s 15ms/step - loss: 0.2787 - accuracy: 0.8820 - val_loss: 0.2698 - val_accuracy: 0.8813
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.2474 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2619 - accuracy: 0.8698
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36/40 [==========================>...] - ETA: 0s - loss: 0.2656 - accuracy: 0.8854
40/40 [==============================] - 0s 10ms/step - loss: 0.2636 - accuracy: 0.8906
40/40 [==============================] - 1s 15ms/step - loss: 0.2636 - accuracy: 0.8906 - val_loss: 0.2615 - val_accuracy: 0.9000
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.2488 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2668 - accuracy: 0.8958
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17/40 [===========>..................] - ETA: 0s - loss: 0.2598 - accuracy: 0.9044
23/40 [================>.............] - ETA: 0s - loss: 0.2509 - accuracy: 0.9062
29/40 [====================>.........] - ETA: 0s - loss: 0.2629 - accuracy: 0.8976
35/40 [=========================>....] - ETA: 0s - loss: 0.2595 - accuracy: 0.9000
40/40 [==============================] - 0s 10ms/step - loss: 0.2584 - accuracy: 0.9008
40/40 [==============================] - 1s 15ms/step - loss: 0.2584 - accuracy: 0.9008 - val_loss: 0.2856 - val_accuracy: 0.8938
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.2086 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2662 - accuracy: 0.8750
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33/40 [=======================>......] - ETA: 0s - loss: 0.2629 - accuracy: 0.8873
40/40 [==============================] - 0s 9ms/step - loss: 0.2580 - accuracy: 0.8922
40/40 [==============================] - 1s 14ms/step - loss: 0.2580 - accuracy: 0.8922 - val_loss: 0.2517 - val_accuracy: 0.8813
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1441 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2407 - accuracy: 0.9107
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31/40 [======================>.......] - ETA: 0s - loss: 0.2551 - accuracy: 0.9022
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40/40 [==============================] - 0s 9ms/step - loss: 0.2467 - accuracy: 0.9055
40/40 [==============================] - 1s 15ms/step - loss: 0.2467 - accuracy: 0.9055 - val_loss: 0.2444 - val_accuracy: 0.8844
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.0975 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2291 - accuracy: 0.9167
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40/40 [==============================] - 0s 10ms/step - loss: 0.2405 - accuracy: 0.9039
40/40 [==============================] - 1s 15ms/step - loss: 0.2405 - accuracy: 0.9039 - val_loss: 0.2421 - val_accuracy: 0.8813
Epoch 41/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2452 - accuracy: 0.9010
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40/40 [==============================] - 0s 9ms/step - loss: 0.2417 - accuracy: 0.9070
40/40 [==============================] - 1s 15ms/step - loss: 0.2417 - accuracy: 0.9070 - val_loss: 0.2706 - val_accuracy: 0.9031
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2900 - accuracy: 0.8750
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40/40 [==============================] - 0s 9ms/step - loss: 0.2459 - accuracy: 0.8961
40/40 [==============================] - 1s 15ms/step - loss: 0.2459 - accuracy: 0.8961 - val_loss: 0.2382 - val_accuracy: 0.8750
Epoch 43/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2407 - accuracy: 0.8958
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30/40 [=====================>........] - ETA: 0s - loss: 0.2241 - accuracy: 0.9115
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40/40 [==============================] - 0s 9ms/step - loss: 0.2293 - accuracy: 0.9078
40/40 [==============================] - 1s 14ms/step - loss: 0.2293 - accuracy: 0.9078 - val_loss: 0.2585 - val_accuracy: 0.9062
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2266 - accuracy: 0.9109
40/40 [==============================] - 1s 14ms/step - loss: 0.2266 - accuracy: 0.9109 - val_loss: 0.2349 - val_accuracy: 0.8844
Epoch 45/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1760 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.2259 - accuracy: 0.9086
40/40 [==============================] - 1s 14ms/step - loss: 0.2259 - accuracy: 0.9086 - val_loss: 0.2248 - val_accuracy: 0.9031
Epoch 46/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2204 - accuracy: 0.9196
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40/40 [==============================] - 0s 9ms/step - loss: 0.2160 - accuracy: 0.9164
40/40 [==============================] - 1s 15ms/step - loss: 0.2160 - accuracy: 0.9164 - val_loss: 0.2219 - val_accuracy: 0.9062
Epoch 47/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2220 - accuracy: 0.9107
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40/40 [==============================] - 0s 9ms/step - loss: 0.2226 - accuracy: 0.9109
40/40 [==============================] - 1s 15ms/step - loss: 0.2226 - accuracy: 0.9109 - val_loss: 0.2203 - val_accuracy: 0.9000
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.0921 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1527 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.2198 - accuracy: 0.9125
40/40 [==============================] - 1s 15ms/step - loss: 0.2198 - accuracy: 0.9125 - val_loss: 0.2181 - val_accuracy: 0.8906
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1765 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2085 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2085 - accuracy: 0.9125 - val_loss: 0.2134 - val_accuracy: 0.9031
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2074 - accuracy: 0.9164
40/40 [==============================] - 1s 15ms/step - loss: 0.2074 - accuracy: 0.9164 - val_loss: 0.2123 - val_accuracy: 0.8906
Epoch 51/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2545 - accuracy: 0.8906
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30/40 [=====================>........] - ETA: 0s - loss: 0.1956 - accuracy: 0.9188
36/40 [==========================>...] - ETA: 0s - loss: 0.1964 - accuracy: 0.9193
40/40 [==============================] - 0s 9ms/step - loss: 0.1973 - accuracy: 0.9187
40/40 [==============================] - 1s 14ms/step - loss: 0.1973 - accuracy: 0.9187 - val_loss: 0.2071 - val_accuracy: 0.9062
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.0419 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1439 - accuracy: 0.9531
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30/40 [=====================>........] - ETA: 0s - loss: 0.1974 - accuracy: 0.9250
36/40 [==========================>...] - ETA: 0s - loss: 0.1924 - accuracy: 0.9236
40/40 [==============================] - 0s 9ms/step - loss: 0.1969 - accuracy: 0.9195
40/40 [==============================] - 1s 14ms/step - loss: 0.1969 - accuracy: 0.9195 - val_loss: 0.2301 - val_accuracy: 0.8844
Epoch 53/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2047 - accuracy: 0.8958
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30/40 [=====================>........] - ETA: 0s - loss: 0.1966 - accuracy: 0.9177
36/40 [==========================>...] - ETA: 0s - loss: 0.1960 - accuracy: 0.9193
40/40 [==============================] - 0s 10ms/step - loss: 0.1967 - accuracy: 0.9172
40/40 [==============================] - 1s 15ms/step - loss: 0.1967 - accuracy: 0.9172 - val_loss: 0.2044 - val_accuracy: 0.9125
Epoch 54/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2112 - accuracy: 0.9107
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30/40 [=====================>........] - ETA: 0s - loss: 0.2013 - accuracy: 0.9135
37/40 [==========================>...] - ETA: 0s - loss: 0.1963 - accuracy: 0.9172
40/40 [==============================] - 0s 9ms/step - loss: 0.1966 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.1966 - accuracy: 0.9172 - val_loss: 0.2035 - val_accuracy: 0.9000
Epoch 55/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1513 - accuracy: 0.9375
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38/40 [===========================>..] - ETA: 0s - loss: 0.1940 - accuracy: 0.9153
40/40 [==============================] - 0s 9ms/step - loss: 0.1907 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.1907 - accuracy: 0.9172 - val_loss: 0.2015 - val_accuracy: 0.9031
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.3121 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.1756 - accuracy: 0.9167
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40/40 [==============================] - 0s 10ms/step - loss: 0.1941 - accuracy: 0.9227
40/40 [==============================] - 1s 15ms/step - loss: 0.1941 - accuracy: 0.9227 - val_loss: 0.2166 - val_accuracy: 0.9219
Epoch 57/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2139 - accuracy: 0.9115
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40/40 [==============================] - 0s 9ms/step - loss: 0.1903 - accuracy: 0.9258
40/40 [==============================] - 1s 15ms/step - loss: 0.1903 - accuracy: 0.9258 - val_loss: 0.2000 - val_accuracy: 0.9219
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.1417 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1566 - accuracy: 0.9509
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37/40 [==========================>...] - ETA: 0s - loss: 0.1878 - accuracy: 0.9316
40/40 [==============================] - 0s 9ms/step - loss: 0.1881 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.1881 - accuracy: 0.9297 - val_loss: 0.2024 - val_accuracy: 0.9062
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.1967 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2038 - accuracy: 0.9018
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36/40 [==========================>...] - ETA: 0s - loss: 0.1797 - accuracy: 0.9262
40/40 [==============================] - 0s 9ms/step - loss: 0.1730 - accuracy: 0.9313
40/40 [==============================] - 1s 15ms/step - loss: 0.1730 - accuracy: 0.9313 - val_loss: 0.2248 - val_accuracy: 0.9219
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.1947 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2365 - accuracy: 0.9167
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40/40 [==============================] - 0s 9ms/step - loss: 0.1878 - accuracy: 0.9227
40/40 [==============================] - 1s 13ms/step - loss: 0.1878 - accuracy: 0.9227 - val_loss: 0.1993 - val_accuracy: 0.9250
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1990 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1400 - accuracy: 0.9531
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36/40 [==========================>...] - ETA: 0s - loss: 0.1731 - accuracy: 0.9297
40/40 [==============================] - 0s 9ms/step - loss: 0.1723 - accuracy: 0.9313
40/40 [==============================] - 1s 15ms/step - loss: 0.1723 - accuracy: 0.9313 - val_loss: 0.1932 - val_accuracy: 0.9281
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.2905 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1720 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.1604 - accuracy: 0.9456
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40/40 [==============================] - 0s 9ms/step - loss: 0.1683 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.1683 - accuracy: 0.9352 - val_loss: 0.1795 - val_accuracy: 0.9125
Epoch 63/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1247 - accuracy: 0.9531
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40/40 [==============================] - 0s 10ms/step - loss: 0.1701 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1701 - accuracy: 0.9375 - val_loss: 0.1797 - val_accuracy: 0.9094
Epoch 64/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1835 - accuracy: 0.9115
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36/40 [==========================>...] - ETA: 0s - loss: 0.1586 - accuracy: 0.9297
40/40 [==============================] - 0s 9ms/step - loss: 0.1618 - accuracy: 0.9289
40/40 [==============================] - 1s 15ms/step - loss: 0.1618 - accuracy: 0.9289 - val_loss: 0.1751 - val_accuracy: 0.9281
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.2319 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1995 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.1600 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.1600 - accuracy: 0.9328 - val_loss: 0.1893 - val_accuracy: 0.9219
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.0174 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1377 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1571 - accuracy: 0.9336
40/40 [==============================] - 1s 15ms/step - loss: 0.1571 - accuracy: 0.9336 - val_loss: 0.1740 - val_accuracy: 0.9281
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1554 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1534 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.1534 - accuracy: 0.9391 - val_loss: 0.1759 - val_accuracy: 0.9281
Epoch 68/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1440 - accuracy: 0.9464
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40/40 [==============================] - 0s 9ms/step - loss: 0.1551 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1551 - accuracy: 0.9375 - val_loss: 0.1751 - val_accuracy: 0.9094
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1541 - accuracy: 0.9367
40/40 [==============================] - 1s 15ms/step - loss: 0.1541 - accuracy: 0.9367 - val_loss: 0.1769 - val_accuracy: 0.9250
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1534 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1534 - accuracy: 0.9391 - val_loss: 0.1673 - val_accuracy: 0.9313
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1464 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1464 - accuracy: 0.9406 - val_loss: 0.1738 - val_accuracy: 0.9313
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1535 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1535 - accuracy: 0.9375 - val_loss: 0.1590 - val_accuracy: 0.9344
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1416 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1416 - accuracy: 0.9398 - val_loss: 0.1599 - val_accuracy: 0.9250
Epoch 74/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1404 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1404 - accuracy: 0.9445 - val_loss: 0.1729 - val_accuracy: 0.9344
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1473 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1473 - accuracy: 0.9414 - val_loss: 0.1548 - val_accuracy: 0.9406
Epoch 76/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1320 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1428 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1428 - accuracy: 0.9406 - val_loss: 0.1498 - val_accuracy: 0.9375
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1427 - accuracy: 0.9406
40/40 [==============================] - 1s 15ms/step - loss: 0.1427 - accuracy: 0.9406 - val_loss: 0.1625 - val_accuracy: 0.9344
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1341 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1341 - accuracy: 0.9500 - val_loss: 0.1444 - val_accuracy: 0.9406
Epoch 79/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1323 - accuracy: 0.9438
40/40 [==============================] - 1s 15ms/step - loss: 0.1323 - accuracy: 0.9438 - val_loss: 0.1438 - val_accuracy: 0.9406
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1308 - accuracy: 0.9508
40/40 [==============================] - 1s 15ms/step - loss: 0.1308 - accuracy: 0.9508 - val_loss: 0.1521 - val_accuracy: 0.9344
Epoch 81/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1296 - accuracy: 0.9408
40/40 [==============================] - 0s 9ms/step - loss: 0.1290 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.1290 - accuracy: 0.9422 - val_loss: 0.1518 - val_accuracy: 0.9406
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1290 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1290 - accuracy: 0.9430 - val_loss: 0.1596 - val_accuracy: 0.9375
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1297 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1297 - accuracy: 0.9500 - val_loss: 0.1590 - val_accuracy: 0.9375
Epoch 84/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1033 - accuracy: 0.9554
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40/40 [==============================] - 0s 10ms/step - loss: 0.1280 - accuracy: 0.9477
40/40 [==============================] - 1s 15ms/step - loss: 0.1280 - accuracy: 0.9477 - val_loss: 0.1552 - val_accuracy: 0.9438
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1387 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1387 - accuracy: 0.9461 - val_loss: 0.1464 - val_accuracy: 0.9438
Epoch 86/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1246 - accuracy: 0.9479
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35/40 [=========================>....] - ETA: 0s - loss: 0.1308 - accuracy: 0.9429
40/40 [==============================] - 0s 9ms/step - loss: 0.1237 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1237 - accuracy: 0.9461 - val_loss: 0.1483 - val_accuracy: 0.9313
Epoch 87/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0684 - accuracy: 0.9792
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40/40 [==============================] - 0s 8ms/step - loss: 0.1212 - accuracy: 0.9531
40/40 [==============================] - 1s 13ms/step - loss: 0.1212 - accuracy: 0.9531 - val_loss: 0.1349 - val_accuracy: 0.9438
Epoch 88/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0929 - accuracy: 0.9844
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40/40 [==============================] - 0s 10ms/step - loss: 0.1261 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1261 - accuracy: 0.9547 - val_loss: 0.1356 - val_accuracy: 0.9469
Epoch 89/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1168 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1168 - accuracy: 0.9539 - val_loss: 0.1373 - val_accuracy: 0.9438
Epoch 90/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0892 - accuracy: 0.9531
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40/40 [==============================] - 0s 10ms/step - loss: 0.1164 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1164 - accuracy: 0.9500 - val_loss: 0.1321 - val_accuracy: 0.9500
Epoch 91/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1132 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.1245 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1245 - accuracy: 0.9539 - val_loss: 0.1313 - val_accuracy: 0.9406
Epoch 92/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1298 - accuracy: 0.9531
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38/40 [===========================>..] - ETA: 0s - loss: 0.1160 - accuracy: 0.9548
40/40 [==============================] - 0s 9ms/step - loss: 0.1163 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1163 - accuracy: 0.9539 - val_loss: 0.1451 - val_accuracy: 0.9375
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.0552 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0749 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1198 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1198 - accuracy: 0.9555 - val_loss: 0.1292 - val_accuracy: 0.9375
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.1661 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1262 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1108 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1108 - accuracy: 0.9563 - val_loss: 0.1272 - val_accuracy: 0.9469
Epoch 95/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0837 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1110 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1110 - accuracy: 0.9547 - val_loss: 0.1228 - val_accuracy: 0.9469
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1112 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1112 - accuracy: 0.9531 - val_loss: 0.1420 - val_accuracy: 0.9344
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1082 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1082 - accuracy: 0.9563 - val_loss: 0.1478 - val_accuracy: 0.9406
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0657 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9509
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40/40 [==============================] - 0s 8ms/step - loss: 0.1093 - accuracy: 0.9617
40/40 [==============================] - 1s 13ms/step - loss: 0.1093 - accuracy: 0.9617 - val_loss: 0.1421 - val_accuracy: 0.9438
Epoch 99/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1037 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1037 - accuracy: 0.9633 - val_loss: 0.1171 - val_accuracy: 0.9531
Epoch 100/100
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5/40 [==>...........................] - ETA: 0s - loss: 0.0547 - accuracy: 0.9875
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40/40 [==============================] - 0s 10ms/step - loss: 0.1040 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1040 - accuracy: 0.9656 - val_loss: 0.1352 - val_accuracy: 0.94692022-11-21 20:17:21.398281: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.948
Epoch 1/1002022-11-21 20:17:21.689937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 20.0299 - accuracy: 0.0000e+00
6/40 [===>..........................] - ETA: 0s - loss: 17.1394 - accuracy: 0.0156
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29/40 [====================>.........] - ETA: 0s - loss: 10.6681 - accuracy: 0.1487
35/40 [=========================>....] - ETA: 0s - loss: 9.9729 - accuracy: 0.1884
40/40 [==============================] - 1s 10ms/step - loss: 9.2703 - accuracy: 0.22812022-11-21 20:17:22.262952: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 9.2703 - accuracy: 0.2281 - val_loss: 4.8542 - val_accuracy: 0.4969
Epoch 2/100
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6/40 [===>..........................] - ETA: 0s - loss: 4.0508 - accuracy: 0.5573
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40/40 [==============================] - 0s 9ms/step - loss: 2.0558 - accuracy: 0.5789
40/40 [==============================] - 1s 15ms/step - loss: 2.0558 - accuracy: 0.5789 - val_loss: 0.7554 - val_accuracy: 0.7250
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 0.5818 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.7376 - accuracy: 0.7344
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36/40 [==========================>...] - ETA: 0s - loss: 0.6756 - accuracy: 0.7578
40/40 [==============================] - 0s 9ms/step - loss: 0.6718 - accuracy: 0.7602
40/40 [==============================] - 1s 15ms/step - loss: 0.6718 - accuracy: 0.7602 - val_loss: 0.6213 - val_accuracy: 0.8125
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.6128 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.7004 - accuracy: 0.7656
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29/40 [====================>.........] - ETA: 0s - loss: 0.4988 - accuracy: 0.8394
35/40 [=========================>....] - ETA: 0s - loss: 0.4756 - accuracy: 0.8464
40/40 [==============================] - 0s 10ms/step - loss: 0.4600 - accuracy: 0.8570
40/40 [==============================] - 1s 15ms/step - loss: 0.4600 - accuracy: 0.8570 - val_loss: 0.3711 - val_accuracy: 0.8938
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.2974 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3259 - accuracy: 0.8973
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33/40 [=======================>......] - ETA: 0s - loss: 0.3226 - accuracy: 0.9015
39/40 [============================>.] - ETA: 0s - loss: 0.3139 - accuracy: 0.9079
40/40 [==============================] - 0s 10ms/step - loss: 0.3118 - accuracy: 0.9078
40/40 [==============================] - 1s 15ms/step - loss: 0.3118 - accuracy: 0.9078 - val_loss: 0.3393 - val_accuracy: 0.8750
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.3427 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3407 - accuracy: 0.8854
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18/40 [============>.................] - ETA: 0s - loss: 0.2997 - accuracy: 0.8976
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30/40 [=====================>........] - ETA: 0s - loss: 0.2809 - accuracy: 0.9063
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40/40 [==============================] - 0s 9ms/step - loss: 0.2775 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2775 - accuracy: 0.9125 - val_loss: 0.2940 - val_accuracy: 0.8969
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.3089 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2781 - accuracy: 0.9271
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33/40 [=======================>......] - ETA: 0s - loss: 0.2519 - accuracy: 0.9176
40/40 [==============================] - 0s 9ms/step - loss: 0.2516 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.2516 - accuracy: 0.9172 - val_loss: 0.2715 - val_accuracy: 0.9031
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.2464 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.2251 - accuracy: 0.8958
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30/40 [=====================>........] - ETA: 0s - loss: 0.2503 - accuracy: 0.9125
36/40 [==========================>...] - ETA: 0s - loss: 0.2398 - accuracy: 0.9175
40/40 [==============================] - 0s 9ms/step - loss: 0.2420 - accuracy: 0.9172
40/40 [==============================] - 1s 14ms/step - loss: 0.2420 - accuracy: 0.9172 - val_loss: 0.2634 - val_accuracy: 0.9000
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.2071 - accuracy: 0.9375
5/40 [==>...........................] - ETA: 0s - loss: 0.1920 - accuracy: 0.9375
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16/40 [===========>..................] - ETA: 0s - loss: 0.2260 - accuracy: 0.9219
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40/40 [==============================] - 0s 10ms/step - loss: 0.2389 - accuracy: 0.9172
40/40 [==============================] - 1s 15ms/step - loss: 0.2389 - accuracy: 0.9172 - val_loss: 0.2538 - val_accuracy: 0.9187
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.2538 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2555 - accuracy: 0.9167
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28/40 [====================>.........] - ETA: 0s - loss: 0.2222 - accuracy: 0.9196
34/40 [========================>.....] - ETA: 0s - loss: 0.2314 - accuracy: 0.9154
40/40 [==============================] - 0s 10ms/step - loss: 0.2238 - accuracy: 0.9180
40/40 [==============================] - 1s 15ms/step - loss: 0.2238 - accuracy: 0.9180 - val_loss: 0.2558 - val_accuracy: 0.8969
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.0857 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2060 - accuracy: 0.9323
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30/40 [=====================>........] - ETA: 0s - loss: 0.2111 - accuracy: 0.9260
36/40 [==========================>...] - ETA: 0s - loss: 0.2159 - accuracy: 0.9227
40/40 [==============================] - 0s 9ms/step - loss: 0.2195 - accuracy: 0.9227
40/40 [==============================] - 1s 15ms/step - loss: 0.2195 - accuracy: 0.9227 - val_loss: 0.2318 - val_accuracy: 0.9156
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.2721 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2425 - accuracy: 0.9062
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26/40 [==================>...........] - ETA: 0s - loss: 0.2161 - accuracy: 0.9267
33/40 [=======================>......] - ETA: 0s - loss: 0.2150 - accuracy: 0.9252
40/40 [==============================] - 0s 9ms/step - loss: 0.2068 - accuracy: 0.9289
40/40 [==============================] - 1s 14ms/step - loss: 0.2068 - accuracy: 0.9289 - val_loss: 0.2304 - val_accuracy: 0.9062
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.1316 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2036 - accuracy: 0.9115
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30/40 [=====================>........] - ETA: 0s - loss: 0.1887 - accuracy: 0.9313
36/40 [==========================>...] - ETA: 0s - loss: 0.1965 - accuracy: 0.9288
40/40 [==============================] - 0s 10ms/step - loss: 0.2007 - accuracy: 0.9273
40/40 [==============================] - 1s 15ms/step - loss: 0.2007 - accuracy: 0.9273 - val_loss: 0.2222 - val_accuracy: 0.9156
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.1620 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9010
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29/40 [====================>.........] - ETA: 0s - loss: 0.2098 - accuracy: 0.9170
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40/40 [==============================] - 0s 10ms/step - loss: 0.2008 - accuracy: 0.9258
40/40 [==============================] - 1s 15ms/step - loss: 0.2008 - accuracy: 0.9258 - val_loss: 0.2336 - val_accuracy: 0.9125
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.2854 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2061 - accuracy: 0.9271
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18/40 [============>.................] - ETA: 0s - loss: 0.1997 - accuracy: 0.9271
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30/40 [=====================>........] - ETA: 0s - loss: 0.2042 - accuracy: 0.9260
36/40 [==========================>...] - ETA: 0s - loss: 0.1993 - accuracy: 0.9227
40/40 [==============================] - 0s 9ms/step - loss: 0.1949 - accuracy: 0.9242
40/40 [==============================] - 1s 15ms/step - loss: 0.1949 - accuracy: 0.9242 - val_loss: 0.2014 - val_accuracy: 0.9281
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.0749 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1842 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1741 - accuracy: 0.9447
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25/40 [=================>............] - ETA: 0s - loss: 0.1707 - accuracy: 0.9412
31/40 [======================>.......] - ETA: 0s - loss: 0.1888 - accuracy: 0.9355
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40/40 [==============================] - 0s 9ms/step - loss: 0.1908 - accuracy: 0.9375
40/40 [==============================] - 1s 21ms/step - loss: 0.1908 - accuracy: 0.9375 - val_loss: 0.2025 - val_accuracy: 0.9187
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.1733 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2065 - accuracy: 0.9531
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31/40 [======================>.......] - ETA: 0s - loss: 0.1933 - accuracy: 0.9315
38/40 [===========================>..] - ETA: 0s - loss: 0.1872 - accuracy: 0.9350
40/40 [==============================] - 0s 9ms/step - loss: 0.1859 - accuracy: 0.9359
40/40 [==============================] - 1s 14ms/step - loss: 0.1859 - accuracy: 0.9359 - val_loss: 0.2068 - val_accuracy: 0.9281
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.2741 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2015 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.1788 - accuracy: 0.9385
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40/40 [==============================] - 0s 10ms/step - loss: 0.1807 - accuracy: 0.9375
40/40 [==============================] - 1s 15ms/step - loss: 0.1807 - accuracy: 0.9375 - val_loss: 0.2075 - val_accuracy: 0.9281
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.2217 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1586 - accuracy: 0.9286
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30/40 [=====================>........] - ETA: 0s - loss: 0.1747 - accuracy: 0.9271
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40/40 [==============================] - 0s 9ms/step - loss: 0.1782 - accuracy: 0.9313
40/40 [==============================] - 1s 15ms/step - loss: 0.1782 - accuracy: 0.9313 - val_loss: 0.2227 - val_accuracy: 0.9219
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.3040 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1568 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.1745 - accuracy: 0.9367
40/40 [==============================] - 1s 15ms/step - loss: 0.1745 - accuracy: 0.9367 - val_loss: 0.1858 - val_accuracy: 0.9281
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.0852 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1815 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1698 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1698 - accuracy: 0.9422 - val_loss: 0.1954 - val_accuracy: 0.9375
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.1676 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1784 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1707 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1707 - accuracy: 0.9430 - val_loss: 0.1732 - val_accuracy: 0.9313
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.1137 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1240 - accuracy: 0.9740
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40/40 [==============================] - 0s 9ms/step - loss: 0.1743 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1743 - accuracy: 0.9398 - val_loss: 0.1944 - val_accuracy: 0.9344
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.1220 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1860 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.1664 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.1664 - accuracy: 0.9391 - val_loss: 0.1692 - val_accuracy: 0.9344
Epoch 25/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1613 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1613 - accuracy: 0.9414 - val_loss: 0.1779 - val_accuracy: 0.9406
Epoch 26/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1370 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1578 - accuracy: 0.9430
40/40 [==============================] - 1s 15ms/step - loss: 0.1578 - accuracy: 0.9430 - val_loss: 0.1606 - val_accuracy: 0.9406
Epoch 27/100
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5/40 [==>...........................] - ETA: 0s - loss: 0.1595 - accuracy: 0.9375
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39/40 [============================>.] - ETA: 0s - loss: 0.1483 - accuracy: 0.9463
40/40 [==============================] - 0s 10ms/step - loss: 0.1503 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1503 - accuracy: 0.9461 - val_loss: 0.1761 - val_accuracy: 0.9438
Epoch 28/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1681 - accuracy: 0.9375
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32/40 [=======================>......] - ETA: 0s - loss: 0.1448 - accuracy: 0.9482
38/40 [===========================>..] - ETA: 0s - loss: 0.1483 - accuracy: 0.9490
40/40 [==============================] - 0s 9ms/step - loss: 0.1497 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1497 - accuracy: 0.9492 - val_loss: 0.1781 - val_accuracy: 0.9344
Epoch 29/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1545 - accuracy: 0.9479
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36/40 [==========================>...] - ETA: 0s - loss: 0.1572 - accuracy: 0.9427
40/40 [==============================] - 0s 9ms/step - loss: 0.1505 - accuracy: 0.9453
40/40 [==============================] - 1s 15ms/step - loss: 0.1505 - accuracy: 0.9453 - val_loss: 0.1622 - val_accuracy: 0.9406
Epoch 30/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2050 - accuracy: 0.9115
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36/40 [==========================>...] - ETA: 0s - loss: 0.1538 - accuracy: 0.9384
40/40 [==============================] - 0s 9ms/step - loss: 0.1508 - accuracy: 0.9398
40/40 [==============================] - 1s 15ms/step - loss: 0.1508 - accuracy: 0.9398 - val_loss: 0.1614 - val_accuracy: 0.9375
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1857 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1648 - accuracy: 0.9286
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19/40 [=============>................] - ETA: 0s - loss: 0.1354 - accuracy: 0.9474
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31/40 [======================>.......] - ETA: 0s - loss: 0.1369 - accuracy: 0.9496
37/40 [==========================>...] - ETA: 0s - loss: 0.1464 - accuracy: 0.9468
40/40 [==============================] - 0s 9ms/step - loss: 0.1419 - accuracy: 0.9484
40/40 [==============================] - 1s 15ms/step - loss: 0.1419 - accuracy: 0.9484 - val_loss: 0.1565 - val_accuracy: 0.9406
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2002 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1770 - accuracy: 0.9167
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36/40 [==========================>...] - ETA: 0s - loss: 0.1541 - accuracy: 0.9436
40/40 [==============================] - 0s 9ms/step - loss: 0.1572 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1572 - accuracy: 0.9445 - val_loss: 0.1737 - val_accuracy: 0.9375
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.3619 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.1269 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1434 - accuracy: 0.9447
20/40 [==============>...............] - ETA: 0s - loss: 0.1382 - accuracy: 0.9500
27/40 [===================>..........] - ETA: 0s - loss: 0.1360 - accuracy: 0.9502
34/40 [========================>.....] - ETA: 0s - loss: 0.1393 - accuracy: 0.9485
40/40 [==============================] - 0s 8ms/step - loss: 0.1477 - accuracy: 0.9469
40/40 [==============================] - 1s 13ms/step - loss: 0.1477 - accuracy: 0.9469 - val_loss: 0.2018 - val_accuracy: 0.9219
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.0468 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1831 - accuracy: 0.9330
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36/40 [==========================>...] - ETA: 0s - loss: 0.1533 - accuracy: 0.9444
40/40 [==============================] - 0s 9ms/step - loss: 0.1493 - accuracy: 0.9453
40/40 [==============================] - 1s 14ms/step - loss: 0.1493 - accuracy: 0.9453 - val_loss: 0.1392 - val_accuracy: 0.9563
Epoch 35/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1485 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1363 - accuracy: 0.9496
37/40 [==========================>...] - ETA: 0s - loss: 0.1382 - accuracy: 0.9485
40/40 [==============================] - 0s 9ms/step - loss: 0.1337 - accuracy: 0.9500
40/40 [==============================] - 1s 14ms/step - loss: 0.1337 - accuracy: 0.9500 - val_loss: 0.1521 - val_accuracy: 0.9438
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.0555 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1459 - accuracy: 0.9427
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30/40 [=====================>........] - ETA: 0s - loss: 0.1315 - accuracy: 0.9552
36/40 [==========================>...] - ETA: 0s - loss: 0.1350 - accuracy: 0.9505
40/40 [==============================] - 0s 9ms/step - loss: 0.1363 - accuracy: 0.9516
40/40 [==============================] - 1s 14ms/step - loss: 0.1363 - accuracy: 0.9516 - val_loss: 0.1629 - val_accuracy: 0.9313
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.0968 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1274 - accuracy: 0.9583
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30/40 [=====================>........] - ETA: 0s - loss: 0.1312 - accuracy: 0.9510
36/40 [==========================>...] - ETA: 0s - loss: 0.1260 - accuracy: 0.9540
40/40 [==============================] - 0s 9ms/step - loss: 0.1281 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1281 - accuracy: 0.9516 - val_loss: 0.1425 - val_accuracy: 0.9500
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.2220 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1137 - accuracy: 0.9635
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30/40 [=====================>........] - ETA: 0s - loss: 0.1415 - accuracy: 0.9552
37/40 [==========================>...] - ETA: 0s - loss: 0.1352 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1329 - accuracy: 0.9563
40/40 [==============================] - 1s 14ms/step - loss: 0.1329 - accuracy: 0.9563 - val_loss: 0.1353 - val_accuracy: 0.9563
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.0718 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0878 - accuracy: 0.9583
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19/40 [=============>................] - ETA: 0s - loss: 0.1173 - accuracy: 0.9539
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32/40 [=======================>......] - ETA: 0s - loss: 0.1183 - accuracy: 0.9521
38/40 [===========================>..] - ETA: 0s - loss: 0.1244 - accuracy: 0.9531
40/40 [==============================] - 0s 9ms/step - loss: 0.1213 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1213 - accuracy: 0.9547 - val_loss: 0.1610 - val_accuracy: 0.9406
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.0825 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1475 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1427 - accuracy: 0.9495
19/40 [=============>................] - ETA: 0s - loss: 0.1312 - accuracy: 0.9539
25/40 [=================>............] - ETA: 0s - loss: 0.1219 - accuracy: 0.9587
31/40 [======================>.......] - ETA: 0s - loss: 0.1281 - accuracy: 0.9567
37/40 [==========================>...] - ETA: 0s - loss: 0.1283 - accuracy: 0.9544
40/40 [==============================] - 0s 10ms/step - loss: 0.1291 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1291 - accuracy: 0.9539 - val_loss: 0.1601 - val_accuracy: 0.9469
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.1175 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1304 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1277 - accuracy: 0.9546
37/40 [==========================>...] - ETA: 0s - loss: 0.1270 - accuracy: 0.9552
40/40 [==============================] - 0s 9ms/step - loss: 0.1261 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1261 - accuracy: 0.9555 - val_loss: 0.1372 - val_accuracy: 0.9531
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.0804 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0877 - accuracy: 0.9740
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27/40 [===================>..........] - ETA: 0s - loss: 0.1069 - accuracy: 0.9653
32/40 [=======================>......] - ETA: 0s - loss: 0.1125 - accuracy: 0.9629
38/40 [===========================>..] - ETA: 0s - loss: 0.1232 - accuracy: 0.9597
40/40 [==============================] - 0s 10ms/step - loss: 0.1215 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1215 - accuracy: 0.9594 - val_loss: 0.1635 - val_accuracy: 0.9406
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.0900 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1173 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1227 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.1221 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1236 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1236 - accuracy: 0.9563 - val_loss: 0.1283 - val_accuracy: 0.9594
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1463 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1392 - accuracy: 0.9635
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18/40 [============>.................] - ETA: 0s - loss: 0.1146 - accuracy: 0.9601
25/40 [=================>............] - ETA: 0s - loss: 0.1321 - accuracy: 0.9512
32/40 [=======================>......] - ETA: 0s - loss: 0.1437 - accuracy: 0.9492
39/40 [============================>.] - ETA: 0s - loss: 0.1368 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1385 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1385 - accuracy: 0.9531 - val_loss: 0.1585 - val_accuracy: 0.9344
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.0460 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1565 - accuracy: 0.9583
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30/40 [=====================>........] - ETA: 0s - loss: 0.1165 - accuracy: 0.9583
36/40 [==========================>...] - ETA: 0s - loss: 0.1231 - accuracy: 0.9575
40/40 [==============================] - 0s 9ms/step - loss: 0.1193 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1193 - accuracy: 0.9570 - val_loss: 0.1319 - val_accuracy: 0.9625
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.0783 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0948 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.1190 - accuracy: 0.9573
36/40 [==========================>...] - ETA: 0s - loss: 0.1130 - accuracy: 0.9601
40/40 [==============================] - 0s 9ms/step - loss: 0.1137 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1137 - accuracy: 0.9594 - val_loss: 0.1460 - val_accuracy: 0.9531
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.3969 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1275 - accuracy: 0.9554
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25/40 [=================>............] - ETA: 0s - loss: 0.1263 - accuracy: 0.9500
31/40 [======================>.......] - ETA: 0s - loss: 0.1193 - accuracy: 0.9536
37/40 [==========================>...] - ETA: 0s - loss: 0.1265 - accuracy: 0.9519
40/40 [==============================] - 0s 9ms/step - loss: 0.1230 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1230 - accuracy: 0.9539 - val_loss: 0.1282 - val_accuracy: 0.9531
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.0779 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1033 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.1090 - accuracy: 0.9615
36/40 [==========================>...] - ETA: 0s - loss: 0.1135 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1122 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1122 - accuracy: 0.9586 - val_loss: 0.1352 - val_accuracy: 0.9469
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1169 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9509
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33/40 [=======================>......] - ETA: 0s - loss: 0.1272 - accuracy: 0.9527
40/40 [==============================] - 0s 9ms/step - loss: 0.1248 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1248 - accuracy: 0.9523 - val_loss: 0.1213 - val_accuracy: 0.9594
Epoch 50/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1266 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.1114 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1114 - accuracy: 0.9617 - val_loss: 0.1429 - val_accuracy: 0.9500
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0617 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1076 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1128 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1128 - accuracy: 0.9531 - val_loss: 0.1303 - val_accuracy: 0.9563
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1201 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1201 - accuracy: 0.9609 - val_loss: 0.1357 - val_accuracy: 0.9625
Epoch 53/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0611 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.1090 - accuracy: 0.9609
40/40 [==============================] - 0s 10ms/step - loss: 0.1103 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1103 - accuracy: 0.9609 - val_loss: 0.1144 - val_accuracy: 0.9625
Epoch 54/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0921 - accuracy: 0.9531
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40/40 [==============================] - 0s 10ms/step - loss: 0.1095 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1095 - accuracy: 0.9594 - val_loss: 0.1174 - val_accuracy: 0.9594
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1105 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1105 - accuracy: 0.9594 - val_loss: 0.1222 - val_accuracy: 0.9594
Epoch 56/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1469 - accuracy: 0.9375
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36/40 [==========================>...] - ETA: 0s - loss: 0.1044 - accuracy: 0.9592
40/40 [==============================] - 0s 9ms/step - loss: 0.1048 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1048 - accuracy: 0.9602 - val_loss: 0.1121 - val_accuracy: 0.9594
Epoch 57/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0992 - accuracy: 0.9635
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30/40 [=====================>........] - ETA: 0s - loss: 0.1150 - accuracy: 0.9615
36/40 [==========================>...] - ETA: 0s - loss: 0.1117 - accuracy: 0.9618
40/40 [==============================] - 0s 10ms/step - loss: 0.1090 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1090 - accuracy: 0.9633 - val_loss: 0.1214 - val_accuracy: 0.9656
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.0445 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1083 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.1154 - accuracy: 0.9604
36/40 [==========================>...] - ETA: 0s - loss: 0.1096 - accuracy: 0.9627
40/40 [==============================] - 0s 9ms/step - loss: 0.1130 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1130 - accuracy: 0.9594 - val_loss: 0.1239 - val_accuracy: 0.9688
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.0714 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0937 - accuracy: 0.9531
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24/40 [=================>............] - ETA: 0s - loss: 0.1080 - accuracy: 0.9622
30/40 [=====================>........] - ETA: 0s - loss: 0.1064 - accuracy: 0.9604
36/40 [==========================>...] - ETA: 0s - loss: 0.1164 - accuracy: 0.9566
40/40 [==============================] - 0s 9ms/step - loss: 0.1127 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1127 - accuracy: 0.9586 - val_loss: 0.1226 - val_accuracy: 0.9656
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.2320 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1247 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1052 - accuracy: 0.9627
38/40 [===========================>..] - ETA: 0s - loss: 0.1041 - accuracy: 0.9613
40/40 [==============================] - 0s 9ms/step - loss: 0.1049 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1049 - accuracy: 0.9609 - val_loss: 0.1193 - val_accuracy: 0.9625
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.1638 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.0919 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.1020 - accuracy: 0.9615
36/40 [==========================>...] - ETA: 0s - loss: 0.1037 - accuracy: 0.9618
40/40 [==============================] - 0s 9ms/step - loss: 0.1011 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1011 - accuracy: 0.9617 - val_loss: 0.1157 - val_accuracy: 0.9656
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.1507 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0926 - accuracy: 0.9583
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34/40 [========================>.....] - ETA: 0s - loss: 0.0973 - accuracy: 0.9623
40/40 [==============================] - 0s 10ms/step - loss: 0.1002 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1002 - accuracy: 0.9633 - val_loss: 0.1124 - val_accuracy: 0.9625
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.0198 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0816 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.1058 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.1042 - accuracy: 0.9609
40/40 [==============================] - 1s 15ms/step - loss: 0.1042 - accuracy: 0.9609 - val_loss: 0.1161 - val_accuracy: 0.9625
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.1467 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0984 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.0985 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.1007 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1007 - accuracy: 0.9625 - val_loss: 0.1288 - val_accuracy: 0.9625
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.1121 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0853 - accuracy: 0.9479
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31/40 [======================>.......] - ETA: 0s - loss: 0.0994 - accuracy: 0.9587
38/40 [===========================>..] - ETA: 0s - loss: 0.1025 - accuracy: 0.9597
40/40 [==============================] - 0s 9ms/step - loss: 0.1011 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1011 - accuracy: 0.9609 - val_loss: 0.1369 - val_accuracy: 0.9531
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.0969 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9821
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20/40 [==============>...............] - ETA: 0s - loss: 0.1004 - accuracy: 0.9672
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38/40 [===========================>..] - ETA: 0s - loss: 0.1007 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1029 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1029 - accuracy: 0.9664 - val_loss: 0.1249 - val_accuracy: 0.9656
Epoch 67/100
1/40 [..............................] - ETA: 0s - loss: 0.0957 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0870 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.0848 - accuracy: 0.9662
40/40 [==============================] - 0s 9ms/step - loss: 0.0931 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0931 - accuracy: 0.9656 - val_loss: 0.1061 - val_accuracy: 0.9594
Epoch 68/100
1/40 [..............................] - ETA: 0s - loss: 0.1996 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1011 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.1123 - accuracy: 0.9618
40/40 [==============================] - 0s 10ms/step - loss: 0.1115 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1115 - accuracy: 0.9625 - val_loss: 0.1043 - val_accuracy: 0.9656
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.0946 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1325 - accuracy: 0.9583
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30/40 [=====================>........] - ETA: 0s - loss: 0.1038 - accuracy: 0.9604
36/40 [==========================>...] - ETA: 0s - loss: 0.1044 - accuracy: 0.9609
40/40 [==============================] - 0s 9ms/step - loss: 0.1041 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1041 - accuracy: 0.9602 - val_loss: 0.1242 - val_accuracy: 0.9688
Epoch 70/100
1/40 [..............................] - ETA: 0s - loss: 0.1256 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1572 - accuracy: 0.9479
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30/40 [=====================>........] - ETA: 0s - loss: 0.0964 - accuracy: 0.9656
36/40 [==========================>...] - ETA: 0s - loss: 0.0983 - accuracy: 0.9644
40/40 [==============================] - 0s 9ms/step - loss: 0.0968 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0968 - accuracy: 0.9633 - val_loss: 0.1262 - val_accuracy: 0.9625
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.0506 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1563 - accuracy: 0.9464
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27/40 [===================>..........] - ETA: 0s - loss: 0.0955 - accuracy: 0.9664
33/40 [=======================>......] - ETA: 0s - loss: 0.0950 - accuracy: 0.9678
40/40 [==============================] - 0s 8ms/step - loss: 0.1041 - accuracy: 0.9633
40/40 [==============================] - 1s 13ms/step - loss: 0.1041 - accuracy: 0.9633 - val_loss: 0.1313 - val_accuracy: 0.9625
Epoch 72/100
1/40 [..............................] - ETA: 0s - loss: 0.2395 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1206 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1071 - accuracy: 0.9627
37/40 [==========================>...] - ETA: 0s - loss: 0.1036 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.0998 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0998 - accuracy: 0.9641 - val_loss: 0.1076 - val_accuracy: 0.9656
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.0342 - accuracy: 1.0000
5/40 [==>...........................] - ETA: 0s - loss: 0.0675 - accuracy: 0.9812
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38/40 [===========================>..] - ETA: 0s - loss: 0.0937 - accuracy: 0.9630
40/40 [==============================] - 0s 10ms/step - loss: 0.0904 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0904 - accuracy: 0.9648 - val_loss: 0.1179 - val_accuracy: 0.9656
Epoch 74/100
1/40 [..............................] - ETA: 0s - loss: 0.0213 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1225 - accuracy: 0.9479
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40/40 [==============================] - 0s 10ms/step - loss: 0.0985 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0985 - accuracy: 0.9641 - val_loss: 0.1083 - val_accuracy: 0.9625
Epoch 75/100
1/40 [..............................] - ETA: 0s - loss: 0.1171 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0888 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.0934 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0934 - accuracy: 0.9656 - val_loss: 0.1063 - val_accuracy: 0.9656
Epoch 76/100
1/40 [..............................] - ETA: 0s - loss: 0.2435 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1220 - accuracy: 0.9554
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34/40 [========================>.....] - ETA: 0s - loss: 0.0996 - accuracy: 0.9623
40/40 [==============================] - 0s 9ms/step - loss: 0.0940 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0940 - accuracy: 0.9648 - val_loss: 0.1025 - val_accuracy: 0.9625
Epoch 77/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0886 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0940 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0940 - accuracy: 0.9617 - val_loss: 0.1156 - val_accuracy: 0.9563
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.0498 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1118 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1014 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.1014 - accuracy: 0.9633 - val_loss: 0.0985 - val_accuracy: 0.9594
Epoch 79/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0834 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0834 - accuracy: 0.9688 - val_loss: 0.1081 - val_accuracy: 0.9625
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0872 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0872 - accuracy: 0.9680 - val_loss: 0.1067 - val_accuracy: 0.9688
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0811 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0811 - accuracy: 0.9734 - val_loss: 0.1231 - val_accuracy: 0.9406
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0921 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0921 - accuracy: 0.9664 - val_loss: 0.1271 - val_accuracy: 0.9625
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0973 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.0973 - accuracy: 0.9602 - val_loss: 0.0974 - val_accuracy: 0.9625
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0867 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0867 - accuracy: 0.9688 - val_loss: 0.1052 - val_accuracy: 0.9625
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0917 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0917 - accuracy: 0.9656 - val_loss: 0.0961 - val_accuracy: 0.9688
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0865 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0865 - accuracy: 0.9625 - val_loss: 0.1051 - val_accuracy: 0.9656
Epoch 87/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.0819 - accuracy: 0.9688
40/40 [==============================] - 1s 13ms/step - loss: 0.0819 - accuracy: 0.9688 - val_loss: 0.1153 - val_accuracy: 0.9625
Epoch 88/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0888 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0888 - accuracy: 0.9656 - val_loss: 0.0961 - val_accuracy: 0.9688
Epoch 89/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0881 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0968 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0968 - accuracy: 0.9641 - val_loss: 0.0996 - val_accuracy: 0.9625
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0854 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0854 - accuracy: 0.9680 - val_loss: 0.0963 - val_accuracy: 0.9656
Epoch 91/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0749 - accuracy: 0.9792
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40/40 [==============================] - 0s 9ms/step - loss: 0.0970 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0970 - accuracy: 0.9672 - val_loss: 0.0941 - val_accuracy: 0.9750
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0947 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.0947 - accuracy: 0.9625 - val_loss: 0.1272 - val_accuracy: 0.9625
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.1134 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.0858 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0858 - accuracy: 0.9641 - val_loss: 0.1086 - val_accuracy: 0.9563
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0826 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0826 - accuracy: 0.9711 - val_loss: 0.0838 - val_accuracy: 0.9688
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0839 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0839 - accuracy: 0.9711 - val_loss: 0.1029 - val_accuracy: 0.9625
Epoch 96/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0886 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0886 - accuracy: 0.9727 - val_loss: 0.0984 - val_accuracy: 0.9594
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0794 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0794 - accuracy: 0.9688 - val_loss: 0.0835 - val_accuracy: 0.9656
Epoch 98/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0682 - accuracy: 0.9583
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40/40 [==============================] - 0s 9ms/step - loss: 0.0838 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0838 - accuracy: 0.9633 - val_loss: 0.0860 - val_accuracy: 0.9719
Epoch 99/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0640 - accuracy: 0.9792
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40/40 [==============================] - 0s 9ms/step - loss: 0.0769 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0769 - accuracy: 0.9711 - val_loss: 0.0843 - val_accuracy: 0.9625
Epoch 100/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0773 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0743 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0743 - accuracy: 0.9734 - val_loss: 0.0857 - val_accuracy: 0.96252022-11-21 20:18:20.431807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.965
Epoch 1/1002022-11-21 20:18:20.698059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 32.3281 - accuracy: 0.3438
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40/40 [==============================] - 1s 10ms/step - loss: 11.8350 - accuracy: 0.29222022-11-21 20:18:21.260129: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 11.8350 - accuracy: 0.2922 - val_loss: 3.4131 - val_accuracy: 0.3406
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 3.1064 - accuracy: 0.3750
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40/40 [==============================] - 0s 9ms/step - loss: 2.4246 - accuracy: 0.3281
40/40 [==============================] - 1s 14ms/step - loss: 2.4246 - accuracy: 0.3281 - val_loss: 2.0315 - val_accuracy: 0.3156
Epoch 3/100
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40/40 [==============================] - 0s 10ms/step - loss: 1.7969 - accuracy: 0.3273
40/40 [==============================] - 1s 15ms/step - loss: 1.7969 - accuracy: 0.3273 - val_loss: 1.4519 - val_accuracy: 0.4406
Epoch 4/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.0503 - accuracy: 0.5539
40/40 [==============================] - 1s 14ms/step - loss: 1.0503 - accuracy: 0.5539 - val_loss: 0.8691 - val_accuracy: 0.6406
Epoch 5/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.7546 - accuracy: 0.7009
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40/40 [==============================] - 0s 9ms/step - loss: 0.8086 - accuracy: 0.6711
40/40 [==============================] - 1s 14ms/step - loss: 0.8086 - accuracy: 0.6711 - val_loss: 0.7137 - val_accuracy: 0.6687
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.6696 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.7456 - accuracy: 0.6830
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30/40 [=====================>........] - ETA: 0s - loss: 0.6799 - accuracy: 0.7156
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40/40 [==============================] - 0s 9ms/step - loss: 0.6525 - accuracy: 0.7289
40/40 [==============================] - 1s 14ms/step - loss: 0.6525 - accuracy: 0.7289 - val_loss: 0.5808 - val_accuracy: 0.7844
Epoch 7/100
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5/40 [==>...........................] - ETA: 0s - loss: 0.5853 - accuracy: 0.7875
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16/40 [===========>..................] - ETA: 0s - loss: 0.5733 - accuracy: 0.7910
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28/40 [====================>.........] - ETA: 0s - loss: 0.5488 - accuracy: 0.7980
35/40 [=========================>....] - ETA: 0s - loss: 0.5403 - accuracy: 0.8018
40/40 [==============================] - 0s 10ms/step - loss: 0.5416 - accuracy: 0.8008
40/40 [==============================] - 1s 15ms/step - loss: 0.5416 - accuracy: 0.8008 - val_loss: 0.5055 - val_accuracy: 0.8156
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.5391 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.4671 - accuracy: 0.8393
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31/40 [======================>.......] - ETA: 0s - loss: 0.5105 - accuracy: 0.8155
37/40 [==========================>...] - ETA: 0s - loss: 0.4917 - accuracy: 0.8277
40/40 [==============================] - 0s 9ms/step - loss: 0.4878 - accuracy: 0.8281
40/40 [==============================] - 1s 14ms/step - loss: 0.4878 - accuracy: 0.8281 - val_loss: 0.4452 - val_accuracy: 0.8438
Epoch 9/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.4568 - accuracy: 0.8385
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36/40 [==========================>...] - ETA: 0s - loss: 0.4376 - accuracy: 0.8385
40/40 [==============================] - 0s 9ms/step - loss: 0.4368 - accuracy: 0.8414
40/40 [==============================] - 1s 15ms/step - loss: 0.4368 - accuracy: 0.8414 - val_loss: 0.4120 - val_accuracy: 0.8688
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.3077 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.3907 - accuracy: 0.8646
12/40 [========>.....................] - ETA: 0s - loss: 0.4018 - accuracy: 0.8490
18/40 [============>.................] - ETA: 0s - loss: 0.3899 - accuracy: 0.8576
24/40 [=================>............] - ETA: 0s - loss: 0.3998 - accuracy: 0.8581
30/40 [=====================>........] - ETA: 0s - loss: 0.4135 - accuracy: 0.8479
36/40 [==========================>...] - ETA: 0s - loss: 0.4079 - accuracy: 0.8533
40/40 [==============================] - 0s 9ms/step - loss: 0.4055 - accuracy: 0.8531
40/40 [==============================] - 1s 14ms/step - loss: 0.4055 - accuracy: 0.8531 - val_loss: 0.3583 - val_accuracy: 0.8938
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.2752 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.4233 - accuracy: 0.8259
13/40 [========>.....................] - ETA: 0s - loss: 0.4018 - accuracy: 0.8486
19/40 [=============>................] - ETA: 0s - loss: 0.4029 - accuracy: 0.8503
25/40 [=================>............] - ETA: 0s - loss: 0.3993 - accuracy: 0.8575
31/40 [======================>.......] - ETA: 0s - loss: 0.3970 - accuracy: 0.8548
37/40 [==========================>...] - ETA: 0s - loss: 0.3829 - accuracy: 0.8598
40/40 [==============================] - 0s 9ms/step - loss: 0.3801 - accuracy: 0.8602
40/40 [==============================] - 1s 15ms/step - loss: 0.3801 - accuracy: 0.8602 - val_loss: 0.3447 - val_accuracy: 0.8906
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.3647 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3669 - accuracy: 0.8616
13/40 [========>.....................] - ETA: 0s - loss: 0.3602 - accuracy: 0.8726
19/40 [=============>................] - ETA: 0s - loss: 0.3476 - accuracy: 0.8783
26/40 [==================>...........] - ETA: 0s - loss: 0.3370 - accuracy: 0.8858
33/40 [=======================>......] - ETA: 0s - loss: 0.3471 - accuracy: 0.8816
40/40 [==============================] - 0s 9ms/step - loss: 0.3387 - accuracy: 0.8836
40/40 [==============================] - 1s 14ms/step - loss: 0.3387 - accuracy: 0.8836 - val_loss: 0.3143 - val_accuracy: 0.9000
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.2984 - accuracy: 0.9688
5/40 [==>...........................] - ETA: 0s - loss: 0.3078 - accuracy: 0.9062
10/40 [======>.......................] - ETA: 0s - loss: 0.2861 - accuracy: 0.9219
16/40 [===========>..................] - ETA: 0s - loss: 0.3105 - accuracy: 0.9004
22/40 [===============>..............] - ETA: 0s - loss: 0.3269 - accuracy: 0.8878
28/40 [====================>.........] - ETA: 0s - loss: 0.3295 - accuracy: 0.8895
34/40 [========================>.....] - ETA: 0s - loss: 0.3227 - accuracy: 0.8961
40/40 [==============================] - 0s 10ms/step - loss: 0.3129 - accuracy: 0.9016
40/40 [==============================] - 1s 15ms/step - loss: 0.3129 - accuracy: 0.9016 - val_loss: 0.2997 - val_accuracy: 0.8938
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.3906 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.3520 - accuracy: 0.8542
12/40 [========>.....................] - ETA: 0s - loss: 0.3178 - accuracy: 0.8672
18/40 [============>.................] - ETA: 0s - loss: 0.3126 - accuracy: 0.8819
24/40 [=================>............] - ETA: 0s - loss: 0.3119 - accuracy: 0.8893
30/40 [=====================>........] - ETA: 0s - loss: 0.3121 - accuracy: 0.8875
36/40 [==========================>...] - ETA: 0s - loss: 0.3091 - accuracy: 0.8898
40/40 [==============================] - 0s 9ms/step - loss: 0.3048 - accuracy: 0.8945
40/40 [==============================] - 1s 14ms/step - loss: 0.3048 - accuracy: 0.8945 - val_loss: 0.2682 - val_accuracy: 0.9219
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.3107 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2318 - accuracy: 0.9323
12/40 [========>.....................] - ETA: 0s - loss: 0.2599 - accuracy: 0.9167
18/40 [============>.................] - ETA: 0s - loss: 0.2672 - accuracy: 0.9115
24/40 [=================>............] - ETA: 0s - loss: 0.2848 - accuracy: 0.9089
30/40 [=====================>........] - ETA: 0s - loss: 0.2778 - accuracy: 0.9156
36/40 [==========================>...] - ETA: 0s - loss: 0.2755 - accuracy: 0.9158
40/40 [==============================] - 0s 9ms/step - loss: 0.2813 - accuracy: 0.9125
40/40 [==============================] - 1s 14ms/step - loss: 0.2813 - accuracy: 0.9125 - val_loss: 0.2653 - val_accuracy: 0.9187
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.3614 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3158 - accuracy: 0.8795
13/40 [========>.....................] - ETA: 0s - loss: 0.3044 - accuracy: 0.8990
19/40 [=============>................] - ETA: 0s - loss: 0.2817 - accuracy: 0.9112
25/40 [=================>............] - ETA: 0s - loss: 0.2734 - accuracy: 0.9162
31/40 [======================>.......] - ETA: 0s - loss: 0.2744 - accuracy: 0.9163
37/40 [==========================>...] - ETA: 0s - loss: 0.2668 - accuracy: 0.9206
40/40 [==============================] - 0s 9ms/step - loss: 0.2679 - accuracy: 0.9211
40/40 [==============================] - 1s 15ms/step - loss: 0.2679 - accuracy: 0.9211 - val_loss: 0.2438 - val_accuracy: 0.9281
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.3037 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2650 - accuracy: 0.9018
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19/40 [=============>................] - ETA: 0s - loss: 0.2559 - accuracy: 0.9211
25/40 [=================>............] - ETA: 0s - loss: 0.2519 - accuracy: 0.9250
31/40 [======================>.......] - ETA: 0s - loss: 0.2551 - accuracy: 0.9264
37/40 [==========================>...] - ETA: 0s - loss: 0.2572 - accuracy: 0.9291
40/40 [==============================] - 0s 9ms/step - loss: 0.2535 - accuracy: 0.9297
40/40 [==============================] - 1s 14ms/step - loss: 0.2535 - accuracy: 0.9297 - val_loss: 0.2419 - val_accuracy: 0.9281
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.2665 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2362 - accuracy: 0.9375
14/40 [=========>....................] - ETA: 0s - loss: 0.2555 - accuracy: 0.9286
20/40 [==============>...............] - ETA: 0s - loss: 0.2539 - accuracy: 0.9250
27/40 [===================>..........] - ETA: 0s - loss: 0.2432 - accuracy: 0.9282
34/40 [========================>.....] - ETA: 0s - loss: 0.2324 - accuracy: 0.9347
40/40 [==============================] - 0s 8ms/step - loss: 0.2407 - accuracy: 0.9297
40/40 [==============================] - 1s 13ms/step - loss: 0.2407 - accuracy: 0.9297 - val_loss: 0.2154 - val_accuracy: 0.9375
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.2147 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2192 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.2344 - accuracy: 0.9231
19/40 [=============>................] - ETA: 0s - loss: 0.2413 - accuracy: 0.9178
25/40 [=================>............] - ETA: 0s - loss: 0.2675 - accuracy: 0.9150
31/40 [======================>.......] - ETA: 0s - loss: 0.2541 - accuracy: 0.9224
36/40 [==========================>...] - ETA: 0s - loss: 0.2543 - accuracy: 0.9175
40/40 [==============================] - 0s 10ms/step - loss: 0.2506 - accuracy: 0.9211
40/40 [==============================] - 1s 15ms/step - loss: 0.2506 - accuracy: 0.9211 - val_loss: 0.2213 - val_accuracy: 0.9250
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.2018 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2296 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.2117 - accuracy: 0.9399
19/40 [=============>................] - ETA: 0s - loss: 0.2155 - accuracy: 0.9375
25/40 [=================>............] - ETA: 0s - loss: 0.2135 - accuracy: 0.9362
31/40 [======================>.......] - ETA: 0s - loss: 0.2170 - accuracy: 0.9355
37/40 [==========================>...] - ETA: 0s - loss: 0.2244 - accuracy: 0.9324
40/40 [==============================] - 0s 9ms/step - loss: 0.2286 - accuracy: 0.9305
40/40 [==============================] - 1s 15ms/step - loss: 0.2286 - accuracy: 0.9305 - val_loss: 0.1924 - val_accuracy: 0.9469
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3257 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.2511 - accuracy: 0.9063
13/40 [========>.....................] - ETA: 0s - loss: 0.2170 - accuracy: 0.9279
19/40 [=============>................] - ETA: 0s - loss: 0.2258 - accuracy: 0.9243
25/40 [=================>............] - ETA: 0s - loss: 0.2163 - accuracy: 0.9287
31/40 [======================>.......] - ETA: 0s - loss: 0.2217 - accuracy: 0.9274
37/40 [==========================>...] - ETA: 0s - loss: 0.2155 - accuracy: 0.9324
40/40 [==============================] - 0s 9ms/step - loss: 0.2174 - accuracy: 0.9320
40/40 [==============================] - 1s 15ms/step - loss: 0.2174 - accuracy: 0.9320 - val_loss: 0.1916 - val_accuracy: 0.9500
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.1438 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.2326 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.2401 - accuracy: 0.9323
18/40 [============>.................] - ETA: 0s - loss: 0.2278 - accuracy: 0.9392
24/40 [=================>............] - ETA: 0s - loss: 0.2192 - accuracy: 0.9375
30/40 [=====================>........] - ETA: 0s - loss: 0.2217 - accuracy: 0.9333
36/40 [==========================>...] - ETA: 0s - loss: 0.2117 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.2103 - accuracy: 0.9406
40/40 [==============================] - 1s 15ms/step - loss: 0.2103 - accuracy: 0.9406 - val_loss: 0.1871 - val_accuracy: 0.9500
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.2365 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1696 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1861 - accuracy: 0.9505
18/40 [============>.................] - ETA: 0s - loss: 0.1967 - accuracy: 0.9462
25/40 [=================>............] - ETA: 0s - loss: 0.2025 - accuracy: 0.9412
31/40 [======================>.......] - ETA: 0s - loss: 0.2060 - accuracy: 0.9385
38/40 [===========================>..] - ETA: 0s - loss: 0.2009 - accuracy: 0.9400
40/40 [==============================] - 0s 9ms/step - loss: 0.1994 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1994 - accuracy: 0.9398 - val_loss: 0.1747 - val_accuracy: 0.9438
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.2154 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1948 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.1911 - accuracy: 0.9505
17/40 [===========>..................] - ETA: 0s - loss: 0.1939 - accuracy: 0.9467
22/40 [===============>..............] - ETA: 0s - loss: 0.1958 - accuracy: 0.9432
28/40 [====================>.........] - ETA: 0s - loss: 0.1902 - accuracy: 0.9487
34/40 [========================>.....] - ETA: 0s - loss: 0.1894 - accuracy: 0.9449
40/40 [==============================] - 0s 11ms/step - loss: 0.1939 - accuracy: 0.9438
40/40 [==============================] - 1s 16ms/step - loss: 0.1939 - accuracy: 0.9438 - val_loss: 0.1727 - val_accuracy: 0.9438
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.1499 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1830 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1921 - accuracy: 0.9375
19/40 [=============>................] - ETA: 0s - loss: 0.1866 - accuracy: 0.9441
25/40 [=================>............] - ETA: 0s - loss: 0.1900 - accuracy: 0.9412
31/40 [======================>.......] - ETA: 0s - loss: 0.1879 - accuracy: 0.9415
36/40 [==========================>...] - ETA: 0s - loss: 0.1842 - accuracy: 0.9436
40/40 [==============================] - 0s 10ms/step - loss: 0.1925 - accuracy: 0.9414
40/40 [==============================] - 1s 15ms/step - loss: 0.1925 - accuracy: 0.9414 - val_loss: 0.1606 - val_accuracy: 0.9594
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.1790 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2012 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.2094 - accuracy: 0.9271
18/40 [============>.................] - ETA: 0s - loss: 0.1888 - accuracy: 0.9427
23/40 [================>.............] - ETA: 0s - loss: 0.1962 - accuracy: 0.9402
28/40 [====================>.........] - ETA: 0s - loss: 0.1915 - accuracy: 0.9420
33/40 [=======================>......] - ETA: 0s - loss: 0.1908 - accuracy: 0.9413
39/40 [============================>.] - ETA: 0s - loss: 0.1841 - accuracy: 0.9439
40/40 [==============================] - 0s 10ms/step - loss: 0.1829 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1829 - accuracy: 0.9445 - val_loss: 0.1700 - val_accuracy: 0.9500
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.1420 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2030 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.1870 - accuracy: 0.9401
18/40 [============>.................] - ETA: 0s - loss: 0.1781 - accuracy: 0.9444
24/40 [=================>............] - ETA: 0s - loss: 0.1827 - accuracy: 0.9401
30/40 [=====================>........] - ETA: 0s - loss: 0.1875 - accuracy: 0.9354
36/40 [==========================>...] - ETA: 0s - loss: 0.1847 - accuracy: 0.9392
40/40 [==============================] - 0s 10ms/step - loss: 0.1836 - accuracy: 0.9422
40/40 [==============================] - 1s 15ms/step - loss: 0.1836 - accuracy: 0.9422 - val_loss: 0.1638 - val_accuracy: 0.9531
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.1349 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1837 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1758 - accuracy: 0.9479
17/40 [===========>..................] - ETA: 0s - loss: 0.1707 - accuracy: 0.9449
23/40 [================>.............] - ETA: 0s - loss: 0.1656 - accuracy: 0.9497
29/40 [====================>.........] - ETA: 0s - loss: 0.1741 - accuracy: 0.9440
35/40 [=========================>....] - ETA: 0s - loss: 0.1719 - accuracy: 0.9446
40/40 [==============================] - 0s 10ms/step - loss: 0.1764 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1764 - accuracy: 0.9430 - val_loss: 0.1726 - val_accuracy: 0.9406
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.1253 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1493 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.1632 - accuracy: 0.9505
19/40 [=============>................] - ETA: 0s - loss: 0.1685 - accuracy: 0.9490
26/40 [==================>...........] - ETA: 0s - loss: 0.1760 - accuracy: 0.9435
32/40 [=======================>......] - ETA: 0s - loss: 0.1831 - accuracy: 0.9434
38/40 [===========================>..] - ETA: 0s - loss: 0.1742 - accuracy: 0.9465
40/40 [==============================] - 0s 9ms/step - loss: 0.1720 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1720 - accuracy: 0.9461 - val_loss: 0.1529 - val_accuracy: 0.9531
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1817 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1624 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1531 - accuracy: 0.9591
19/40 [=============>................] - ETA: 0s - loss: 0.1589 - accuracy: 0.9523
25/40 [=================>............] - ETA: 0s - loss: 0.1630 - accuracy: 0.9500
31/40 [======================>.......] - ETA: 0s - loss: 0.1669 - accuracy: 0.9496
37/40 [==========================>...] - ETA: 0s - loss: 0.1771 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1762 - accuracy: 0.9445
40/40 [==============================] - 1s 15ms/step - loss: 0.1762 - accuracy: 0.9445 - val_loss: 0.1902 - val_accuracy: 0.9250
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.2481 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2309 - accuracy: 0.9062
10/40 [======>.......................] - ETA: 0s - loss: 0.2070 - accuracy: 0.9156
13/40 [========>.....................] - ETA: 0s - loss: 0.2122 - accuracy: 0.9183
17/40 [===========>..................] - ETA: 0s - loss: 0.1921 - accuracy: 0.9301
19/40 [=============>................] - ETA: 0s - loss: 0.1844 - accuracy: 0.9359
22/40 [===============>..............] - ETA: 0s - loss: 0.1807 - accuracy: 0.9389
26/40 [==================>...........] - ETA: 0s - loss: 0.1739 - accuracy: 0.9447
31/40 [======================>.......] - ETA: 0s - loss: 0.1722 - accuracy: 0.9456
37/40 [==========================>...] - ETA: 0s - loss: 0.1797 - accuracy: 0.9400
40/40 [==============================] - 1s 14ms/step - loss: 0.1762 - accuracy: 0.9406
40/40 [==============================] - 1s 19ms/step - loss: 0.1762 - accuracy: 0.9406 - val_loss: 0.1615 - val_accuracy: 0.9469
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.1933 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2295 - accuracy: 0.9271
9/40 [=====>........................] - ETA: 0s - loss: 0.2080 - accuracy: 0.9410
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20/40 [==============>...............] - ETA: 0s - loss: 0.1740 - accuracy: 0.9500
26/40 [==================>...........] - ETA: 0s - loss: 0.1669 - accuracy: 0.9495
32/40 [=======================>......] - ETA: 0s - loss: 0.1704 - accuracy: 0.9463
38/40 [===========================>..] - ETA: 0s - loss: 0.1624 - accuracy: 0.9498
40/40 [==============================] - 0s 11ms/step - loss: 0.1624 - accuracy: 0.9492
40/40 [==============================] - 1s 16ms/step - loss: 0.1624 - accuracy: 0.9492 - val_loss: 0.1815 - val_accuracy: 0.9313
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.2585 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.1813 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.1769 - accuracy: 0.9375
19/40 [=============>................] - ETA: 0s - loss: 0.1675 - accuracy: 0.9441
25/40 [=================>............] - ETA: 0s - loss: 0.1540 - accuracy: 0.9500
31/40 [======================>.......] - ETA: 0s - loss: 0.1541 - accuracy: 0.9526
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40/40 [==============================] - 0s 9ms/step - loss: 0.1582 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1582 - accuracy: 0.9484 - val_loss: 0.1324 - val_accuracy: 0.9563
Epoch 34/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1484 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1484 - accuracy: 0.9500 - val_loss: 0.1454 - val_accuracy: 0.9531
Epoch 35/100
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33/40 [=======================>......] - ETA: 0s - loss: 0.1501 - accuracy: 0.9489
39/40 [============================>.] - ETA: 0s - loss: 0.1596 - accuracy: 0.9447
40/40 [==============================] - 0s 11ms/step - loss: 0.1625 - accuracy: 0.9438
40/40 [==============================] - 1s 16ms/step - loss: 0.1625 - accuracy: 0.9438 - val_loss: 0.1868 - val_accuracy: 0.9313
Epoch 36/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1138 - accuracy: 0.9635
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35/40 [=========================>....] - ETA: 0s - loss: 0.1574 - accuracy: 0.9339
40/40 [==============================] - 0s 10ms/step - loss: 0.1592 - accuracy: 0.9352
40/40 [==============================] - 1s 15ms/step - loss: 0.1592 - accuracy: 0.9352 - val_loss: 0.1361 - val_accuracy: 0.9531
Epoch 37/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9740
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36/40 [==========================>...] - ETA: 0s - loss: 0.1520 - accuracy: 0.9488
40/40 [==============================] - 0s 9ms/step - loss: 0.1477 - accuracy: 0.9492
40/40 [==============================] - 1s 15ms/step - loss: 0.1477 - accuracy: 0.9492 - val_loss: 0.1510 - val_accuracy: 0.9375
Epoch 38/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0845 - accuracy: 0.9792
12/40 [========>.....................] - ETA: 0s - loss: 0.1096 - accuracy: 0.9688
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30/40 [=====================>........] - ETA: 0s - loss: 0.1326 - accuracy: 0.9594
36/40 [==========================>...] - ETA: 0s - loss: 0.1370 - accuracy: 0.9549
40/40 [==============================] - 0s 10ms/step - loss: 0.1420 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1420 - accuracy: 0.9531 - val_loss: 0.1285 - val_accuracy: 0.9531
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1823 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1143 - accuracy: 0.9635
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32/40 [=======================>......] - ETA: 0s - loss: 0.1408 - accuracy: 0.9512
38/40 [===========================>..] - ETA: 0s - loss: 0.1371 - accuracy: 0.9539
40/40 [==============================] - 0s 9ms/step - loss: 0.1392 - accuracy: 0.9523
40/40 [==============================] - 1s 13ms/step - loss: 0.1392 - accuracy: 0.9523 - val_loss: 0.1232 - val_accuracy: 0.9563
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1451 - accuracy: 0.9420
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31/40 [======================>.......] - ETA: 0s - loss: 0.1382 - accuracy: 0.9526
37/40 [==========================>...] - ETA: 0s - loss: 0.1331 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1324 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1324 - accuracy: 0.9547 - val_loss: 0.1256 - val_accuracy: 0.9531
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.1523 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1670 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1342 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1280 - accuracy: 0.9620
40/40 [==============================] - 0s 9ms/step - loss: 0.1281 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1281 - accuracy: 0.9625 - val_loss: 0.1449 - val_accuracy: 0.9500
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.2666 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1368 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1352 - accuracy: 0.9567
37/40 [==========================>...] - ETA: 0s - loss: 0.1302 - accuracy: 0.9586
40/40 [==============================] - 0s 9ms/step - loss: 0.1288 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1288 - accuracy: 0.9578 - val_loss: 0.1275 - val_accuracy: 0.9500
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1020 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0839 - accuracy: 0.9792
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36/40 [==========================>...] - ETA: 0s - loss: 0.1227 - accuracy: 0.9583
40/40 [==============================] - 0s 10ms/step - loss: 0.1235 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1235 - accuracy: 0.9570 - val_loss: 0.1171 - val_accuracy: 0.9563
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1224 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0827 - accuracy: 0.9844
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37/40 [==========================>...] - ETA: 0s - loss: 0.1233 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1202 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1202 - accuracy: 0.9602 - val_loss: 0.1171 - val_accuracy: 0.9625
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.0509 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1119 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1084 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1170 - accuracy: 0.9552
40/40 [==============================] - 0s 9ms/step - loss: 0.1168 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1168 - accuracy: 0.9547 - val_loss: 0.1197 - val_accuracy: 0.9563
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1245 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1230 - accuracy: 0.9509
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19/40 [=============>................] - ETA: 0s - loss: 0.1181 - accuracy: 0.9572
25/40 [=================>............] - ETA: 0s - loss: 0.1265 - accuracy: 0.9537
31/40 [======================>.......] - ETA: 0s - loss: 0.1302 - accuracy: 0.9516
37/40 [==========================>...] - ETA: 0s - loss: 0.1237 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1272 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1272 - accuracy: 0.9563 - val_loss: 0.1060 - val_accuracy: 0.9594
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.1459 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1329 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.1218 - accuracy: 0.9500
36/40 [==========================>...] - ETA: 0s - loss: 0.1267 - accuracy: 0.9488
40/40 [==============================] - 0s 9ms/step - loss: 0.1228 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.1228 - accuracy: 0.9516 - val_loss: 0.1638 - val_accuracy: 0.9313
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1327 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1237 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1161 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1206 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1273 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1273 - accuracy: 0.9539 - val_loss: 0.1208 - val_accuracy: 0.9563
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1015 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1270 - accuracy: 0.9598
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28/40 [====================>.........] - ETA: 0s - loss: 0.1184 - accuracy: 0.9587
33/40 [=======================>......] - ETA: 0s - loss: 0.1165 - accuracy: 0.9602
38/40 [===========================>..] - ETA: 0s - loss: 0.1121 - accuracy: 0.9622
40/40 [==============================] - 0s 11ms/step - loss: 0.1151 - accuracy: 0.9617
40/40 [==============================] - 1s 16ms/step - loss: 0.1151 - accuracy: 0.9617 - val_loss: 0.1199 - val_accuracy: 0.9625
Epoch 50/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1025 - accuracy: 0.9531
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29/40 [====================>.........] - ETA: 0s - loss: 0.1208 - accuracy: 0.9537
36/40 [==========================>...] - ETA: 0s - loss: 0.1143 - accuracy: 0.9575
40/40 [==============================] - 0s 9ms/step - loss: 0.1121 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1121 - accuracy: 0.9594 - val_loss: 0.1201 - val_accuracy: 0.9563
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.1565 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9866
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23/40 [================>.............] - ETA: 0s - loss: 0.1019 - accuracy: 0.9715
29/40 [====================>.........] - ETA: 0s - loss: 0.1130 - accuracy: 0.9688
35/40 [=========================>....] - ETA: 0s - loss: 0.1120 - accuracy: 0.9670
40/40 [==============================] - 0s 9ms/step - loss: 0.1123 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1123 - accuracy: 0.9648 - val_loss: 0.1004 - val_accuracy: 0.9625
Epoch 52/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0966 - accuracy: 0.9740
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18/40 [============>.................] - ETA: 0s - loss: 0.1131 - accuracy: 0.9653
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30/40 [=====================>........] - ETA: 0s - loss: 0.1123 - accuracy: 0.9646
36/40 [==========================>...] - ETA: 0s - loss: 0.1153 - accuracy: 0.9627
40/40 [==============================] - 0s 9ms/step - loss: 0.1170 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1170 - accuracy: 0.9625 - val_loss: 0.1062 - val_accuracy: 0.9563
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.1361 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1503 - accuracy: 0.9509
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19/40 [=============>................] - ETA: 0s - loss: 0.1620 - accuracy: 0.9424
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30/40 [=====================>........] - ETA: 0s - loss: 0.1665 - accuracy: 0.9406
36/40 [==========================>...] - ETA: 0s - loss: 0.1675 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1652 - accuracy: 0.9398
40/40 [==============================] - 1s 15ms/step - loss: 0.1652 - accuracy: 0.9398 - val_loss: 0.1314 - val_accuracy: 0.9563
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.0661 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1536 - accuracy: 0.9427
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30/40 [=====================>........] - ETA: 0s - loss: 0.1336 - accuracy: 0.9531
36/40 [==========================>...] - ETA: 0s - loss: 0.1295 - accuracy: 0.9523
40/40 [==============================] - 0s 9ms/step - loss: 0.1256 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1256 - accuracy: 0.9531 - val_loss: 0.1542 - val_accuracy: 0.9375
Epoch 55/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1471 - accuracy: 0.9531
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31/40 [======================>.......] - ETA: 0s - loss: 0.1150 - accuracy: 0.9637
38/40 [===========================>..] - ETA: 0s - loss: 0.1074 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1087 - accuracy: 0.9664
40/40 [==============================] - 1s 21ms/step - loss: 0.1087 - accuracy: 0.9664 - val_loss: 0.0904 - val_accuracy: 0.9688
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9583
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28/40 [====================>.........] - ETA: 0s - loss: 0.1037 - accuracy: 0.9609
33/40 [=======================>......] - ETA: 0s - loss: 0.1054 - accuracy: 0.9621
38/40 [===========================>..] - ETA: 0s - loss: 0.1083 - accuracy: 0.9622
40/40 [==============================] - 0s 10ms/step - loss: 0.1118 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1118 - accuracy: 0.9594 - val_loss: 0.0850 - val_accuracy: 0.9688
Epoch 57/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1051 - accuracy: 0.9427
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40/40 [==============================] - 0s 10ms/step - loss: 0.0979 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0979 - accuracy: 0.9648 - val_loss: 0.1060 - val_accuracy: 0.9625
Epoch 58/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9531
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40/40 [==============================] - 0s 10ms/step - loss: 0.1044 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.1044 - accuracy: 0.9617 - val_loss: 0.0957 - val_accuracy: 0.9625
Epoch 59/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1650 - accuracy: 0.9479
12/40 [========>.....................] - ETA: 0s - loss: 0.1123 - accuracy: 0.9688
18/40 [============>.................] - ETA: 0s - loss: 0.0999 - accuracy: 0.9705
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30/40 [=====================>........] - ETA: 0s - loss: 0.1020 - accuracy: 0.9708
36/40 [==========================>...] - ETA: 0s - loss: 0.0964 - accuracy: 0.9714
40/40 [==============================] - 0s 10ms/step - loss: 0.1016 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.1016 - accuracy: 0.9680 - val_loss: 0.0935 - val_accuracy: 0.9656
Epoch 60/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0933 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1022 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1022 - accuracy: 0.9633 - val_loss: 0.0985 - val_accuracy: 0.9656
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1014 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1014 - accuracy: 0.9633 - val_loss: 0.1271 - val_accuracy: 0.9625
Epoch 62/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1105 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1105 - accuracy: 0.9578 - val_loss: 0.1018 - val_accuracy: 0.9594
Epoch 63/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0991 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0991 - accuracy: 0.9641 - val_loss: 0.0846 - val_accuracy: 0.9688
Epoch 64/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1103 - accuracy: 0.9635
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40/40 [==============================] - 0s 9ms/step - loss: 0.0929 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0929 - accuracy: 0.9656 - val_loss: 0.1174 - val_accuracy: 0.9406
Epoch 65/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1061 - accuracy: 0.9583
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39/40 [============================>.] - ETA: 0s - loss: 0.0938 - accuracy: 0.9679
40/40 [==============================] - 0s 10ms/step - loss: 0.0959 - accuracy: 0.9680
40/40 [==============================] - 1s 16ms/step - loss: 0.0959 - accuracy: 0.9680 - val_loss: 0.0916 - val_accuracy: 0.9750
Epoch 66/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0684 - accuracy: 0.9792
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39/40 [============================>.] - ETA: 0s - loss: 0.0992 - accuracy: 0.9631
40/40 [==============================] - 0s 10ms/step - loss: 0.0992 - accuracy: 0.9633
40/40 [==============================] - 1s 16ms/step - loss: 0.0992 - accuracy: 0.9633 - val_loss: 0.0816 - val_accuracy: 0.9688
Epoch 67/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0931 - accuracy: 0.9635
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29/40 [====================>.........] - ETA: 0s - loss: 0.0927 - accuracy: 0.9677
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40/40 [==============================] - 0s 10ms/step - loss: 0.0914 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0914 - accuracy: 0.9680 - val_loss: 0.0959 - val_accuracy: 0.9656
Epoch 68/100
1/40 [..............................] - ETA: 0s - loss: 0.1785 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1129 - accuracy: 0.9554
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40/40 [==============================] - 0s 10ms/step - loss: 0.0960 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0960 - accuracy: 0.9641 - val_loss: 0.0897 - val_accuracy: 0.9719
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.1919 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1258 - accuracy: 0.9583
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35/40 [=========================>....] - ETA: 0s - loss: 0.1233 - accuracy: 0.9589
40/40 [==============================] - 0s 10ms/step - loss: 0.1209 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1209 - accuracy: 0.9602 - val_loss: 0.0775 - val_accuracy: 0.9656
Epoch 70/100
1/40 [..............................] - ETA: 0s - loss: 0.2307 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0818 - accuracy: 0.9740
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40/40 [==============================] - 0s 9ms/step - loss: 0.1007 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1007 - accuracy: 0.9656 - val_loss: 0.1483 - val_accuracy: 0.9281
Epoch 71/100
1/40 [..............................] - ETA: 0s - loss: 0.1258 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1849 - accuracy: 0.9152
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40/40 [==============================] - 0s 9ms/step - loss: 0.1099 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1099 - accuracy: 0.9602 - val_loss: 0.0826 - val_accuracy: 0.9719
Epoch 72/100
1/40 [..............................] - ETA: 0s - loss: 0.0252 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0717 - accuracy: 0.9844
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40/40 [==============================] - 0s 10ms/step - loss: 0.0883 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0883 - accuracy: 0.9711 - val_loss: 0.0861 - val_accuracy: 0.9625
Epoch 73/100
1/40 [..............................] - ETA: 0s - loss: 0.2876 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.1418 - accuracy: 0.9531
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36/40 [==========================>...] - ETA: 0s - loss: 0.1098 - accuracy: 0.9583
40/40 [==============================] - 0s 10ms/step - loss: 0.1067 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1067 - accuracy: 0.9594 - val_loss: 0.0821 - val_accuracy: 0.9750
Epoch 74/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0861 - accuracy: 0.9740
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40/40 [==============================] - 0s 10ms/step - loss: 0.0838 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0838 - accuracy: 0.9703 - val_loss: 0.0790 - val_accuracy: 0.9688
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0685 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0805 - accuracy: 0.9808
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40/40 [==============================] - 0s 9ms/step - loss: 0.0794 - accuracy: 0.9766
40/40 [==============================] - 1s 15ms/step - loss: 0.0794 - accuracy: 0.9766 - val_loss: 0.0776 - val_accuracy: 0.9688
Epoch 76/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0748 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0909 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0909 - accuracy: 0.9680 - val_loss: 0.0944 - val_accuracy: 0.9750
Epoch 77/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0706 - accuracy: 0.9740
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29/40 [====================>.........] - ETA: 0s - loss: 0.1000 - accuracy: 0.9644
35/40 [=========================>....] - ETA: 0s - loss: 0.1050 - accuracy: 0.9643
40/40 [==============================] - 0s 10ms/step - loss: 0.1006 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1006 - accuracy: 0.9648 - val_loss: 0.0983 - val_accuracy: 0.9594
Epoch 78/100
1/40 [..............................] - ETA: 0s - loss: 0.1207 - accuracy: 0.9375
5/40 [==>...........................] - ETA: 0s - loss: 0.0694 - accuracy: 0.9750
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34/40 [========================>.....] - ETA: 0s - loss: 0.0875 - accuracy: 0.9678
40/40 [==============================] - 0s 10ms/step - loss: 0.0886 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0886 - accuracy: 0.9664 - val_loss: 0.1112 - val_accuracy: 0.9656
Epoch 79/100
1/40 [..............................] - ETA: 0s - loss: 0.0928 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0707 - accuracy: 0.9844
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40/40 [==============================] - 0s 10ms/step - loss: 0.0806 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0806 - accuracy: 0.9719 - val_loss: 0.0704 - val_accuracy: 0.9750
Epoch 80/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0542 - accuracy: 0.9844
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30/40 [=====================>........] - ETA: 0s - loss: 0.0895 - accuracy: 0.9708
36/40 [==========================>...] - ETA: 0s - loss: 0.0905 - accuracy: 0.9696
40/40 [==============================] - 0s 10ms/step - loss: 0.0849 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0849 - accuracy: 0.9727 - val_loss: 0.0748 - val_accuracy: 0.9656
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0897 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.0904 - accuracy: 0.9662
40/40 [==============================] - 0s 9ms/step - loss: 0.0874 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0874 - accuracy: 0.9680 - val_loss: 0.0788 - val_accuracy: 0.9719
Epoch 82/100
1/40 [..............................] - ETA: 0s - loss: 0.1409 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0675 - accuracy: 0.9688
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37/40 [==========================>...] - ETA: 0s - loss: 0.0845 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.0827 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.0827 - accuracy: 0.9656 - val_loss: 0.1033 - val_accuracy: 0.9656
Epoch 83/100
1/40 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0539 - accuracy: 0.9821
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31/40 [======================>.......] - ETA: 0s - loss: 0.0800 - accuracy: 0.9738
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40/40 [==============================] - 0s 9ms/step - loss: 0.0874 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0874 - accuracy: 0.9719 - val_loss: 0.0823 - val_accuracy: 0.9719
Epoch 84/100
1/40 [..............................] - ETA: 0s - loss: 0.0999 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1219 - accuracy: 0.9464
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40/40 [==============================] - 0s 10ms/step - loss: 0.0878 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0878 - accuracy: 0.9680 - val_loss: 0.0699 - val_accuracy: 0.9688
Epoch 85/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0539 - accuracy: 0.9911
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40/40 [==============================] - 0s 10ms/step - loss: 0.0759 - accuracy: 0.9766
40/40 [==============================] - 1s 16ms/step - loss: 0.0759 - accuracy: 0.9766 - val_loss: 0.0679 - val_accuracy: 0.9688
Epoch 86/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0469 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.0754 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0754 - accuracy: 0.9727 - val_loss: 0.0763 - val_accuracy: 0.9688
Epoch 87/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0946 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0946 - accuracy: 0.9641 - val_loss: 0.0949 - val_accuracy: 0.9719
Epoch 88/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0990 - accuracy: 0.9633
40/40 [==============================] - 1s 15ms/step - loss: 0.0990 - accuracy: 0.9633 - val_loss: 0.0874 - val_accuracy: 0.9594
Epoch 89/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0956 - accuracy: 0.9656
40/40 [==============================] - 1s 16ms/step - loss: 0.0956 - accuracy: 0.9656 - val_loss: 0.0947 - val_accuracy: 0.9750
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0759 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0759 - accuracy: 0.9719 - val_loss: 0.0853 - val_accuracy: 0.9688
Epoch 91/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0891 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0891 - accuracy: 0.9672 - val_loss: 0.0896 - val_accuracy: 0.9656
Epoch 92/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0839 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0822 - accuracy: 0.9711
40/40 [==============================] - 1s 14ms/step - loss: 0.0822 - accuracy: 0.9711 - val_loss: 0.0850 - val_accuracy: 0.9719
Epoch 93/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0654 - accuracy: 0.9740
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38/40 [===========================>..] - ETA: 0s - loss: 0.0920 - accuracy: 0.9679
40/40 [==============================] - 0s 11ms/step - loss: 0.0936 - accuracy: 0.9680
40/40 [==============================] - 1s 16ms/step - loss: 0.0936 - accuracy: 0.9680 - val_loss: 0.0824 - val_accuracy: 0.9719
Epoch 94/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0750 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0864 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0864 - accuracy: 0.9703 - val_loss: 0.0825 - val_accuracy: 0.9656
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.0729 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0978 - accuracy: 0.9643
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35/40 [=========================>....] - ETA: 0s - loss: 0.0868 - accuracy: 0.9661
40/40 [==============================] - 0s 10ms/step - loss: 0.0881 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0881 - accuracy: 0.9641 - val_loss: 0.0906 - val_accuracy: 0.9719
Epoch 96/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1320 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.0835 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0835 - accuracy: 0.9727 - val_loss: 0.0779 - val_accuracy: 0.9750
Epoch 97/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0796 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0727 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0727 - accuracy: 0.9703 - val_loss: 0.0935 - val_accuracy: 0.9719
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.1008 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0937 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0819 - accuracy: 0.9718
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40/40 [==============================] - 0s 9ms/step - loss: 0.0789 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0789 - accuracy: 0.9703 - val_loss: 0.0687 - val_accuracy: 0.9688
Epoch 99/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0773 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0773 - accuracy: 0.9695 - val_loss: 0.0940 - val_accuracy: 0.9563
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.0090 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0958 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.0782 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0782 - accuracy: 0.9656 - val_loss: 0.1196 - val_accuracy: 0.95942022-11-21 20:19:20.526929: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.962
Epoch 1/1002022-11-21 20:19:20.797978: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 49.5575 - accuracy: 0.2500
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35/40 [=========================>....] - ETA: 0s - loss: 35.0059 - accuracy: 0.1973
40/40 [==============================] - 1s 10ms/step - loss: 33.4932 - accuracy: 0.19842022-11-21 20:19:21.348612: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 33.4932 - accuracy: 0.1984 - val_loss: 19.2468 - val_accuracy: 0.2219
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 18.3658 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 17.8025 - accuracy: 0.0938
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32/40 [=======================>......] - ETA: 0s - loss: 11.1269 - accuracy: 0.1484
38/40 [===========================>..] - ETA: 0s - loss: 9.9784 - accuracy: 0.1637
40/40 [==============================] - 0s 9ms/step - loss: 9.6174 - accuracy: 0.1711
40/40 [==============================] - 1s 14ms/step - loss: 9.6174 - accuracy: 0.1711 - val_loss: 2.5434 - val_accuracy: 0.3344
Epoch 3/100
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7/40 [====>.........................] - ETA: 0s - loss: 1.9418 - accuracy: 0.2946
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31/40 [======================>.......] - ETA: 0s - loss: 1.5300 - accuracy: 0.3538
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40/40 [==============================] - 0s 9ms/step - loss: 1.4338 - accuracy: 0.3648
40/40 [==============================] - 1s 14ms/step - loss: 1.4338 - accuracy: 0.3648 - val_loss: 1.0453 - val_accuracy: 0.4594
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 1.1268 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.0952 - accuracy: 0.3973
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31/40 [======================>.......] - ETA: 0s - loss: 1.0308 - accuracy: 0.4607
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40/40 [==============================] - 0s 9ms/step - loss: 1.0064 - accuracy: 0.4781
40/40 [==============================] - 1s 14ms/step - loss: 1.0064 - accuracy: 0.4781 - val_loss: 0.9037 - val_accuracy: 0.5437
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.0362 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 0.8930 - accuracy: 0.5491
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31/40 [======================>.......] - ETA: 0s - loss: 0.9093 - accuracy: 0.5433
37/40 [==========================>...] - ETA: 0s - loss: 0.9182 - accuracy: 0.5363
40/40 [==============================] - 0s 9ms/step - loss: 0.9043 - accuracy: 0.5437
40/40 [==============================] - 1s 14ms/step - loss: 0.9043 - accuracy: 0.5437 - val_loss: 0.8090 - val_accuracy: 0.5906
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.8161 - accuracy: 0.5625
6/40 [===>..........................] - ETA: 0s - loss: 0.8238 - accuracy: 0.5885
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40/40 [==============================] - 0s 9ms/step - loss: 0.7907 - accuracy: 0.6000
40/40 [==============================] - 1s 14ms/step - loss: 0.7907 - accuracy: 0.6000 - val_loss: 0.7311 - val_accuracy: 0.6500
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.5849 - accuracy: 0.7188
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40/40 [==============================] - 0s 9ms/step - loss: 0.7068 - accuracy: 0.6461
40/40 [==============================] - 1s 14ms/step - loss: 0.7068 - accuracy: 0.6461 - val_loss: 0.7201 - val_accuracy: 0.6625
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.6079 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.6434 - accuracy: 0.6786
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31/40 [======================>.......] - ETA: 0s - loss: 0.6926 - accuracy: 0.6673
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40/40 [==============================] - 0s 9ms/step - loss: 0.6685 - accuracy: 0.6781
40/40 [==============================] - 1s 14ms/step - loss: 0.6685 - accuracy: 0.6781 - val_loss: 0.6465 - val_accuracy: 0.6938
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.6195 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.6241 - accuracy: 0.6920
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31/40 [======================>.......] - ETA: 0s - loss: 0.6331 - accuracy: 0.6996
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40/40 [==============================] - 0s 9ms/step - loss: 0.6185 - accuracy: 0.7063
40/40 [==============================] - 1s 14ms/step - loss: 0.6185 - accuracy: 0.7063 - val_loss: 0.5934 - val_accuracy: 0.7281
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.6405 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.6275 - accuracy: 0.7009
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40/40 [==============================] - 0s 9ms/step - loss: 0.5686 - accuracy: 0.7227
40/40 [==============================] - 1s 15ms/step - loss: 0.5686 - accuracy: 0.7227 - val_loss: 0.5400 - val_accuracy: 0.7531
Epoch 11/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5935 - accuracy: 0.7232
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31/40 [======================>.......] - ETA: 0s - loss: 0.5275 - accuracy: 0.7621
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40/40 [==============================] - 0s 9ms/step - loss: 0.5377 - accuracy: 0.7578
40/40 [==============================] - 1s 14ms/step - loss: 0.5377 - accuracy: 0.7578 - val_loss: 0.5233 - val_accuracy: 0.7812
Epoch 12/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4665 - accuracy: 0.7857
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40/40 [==============================] - 0s 9ms/step - loss: 0.4991 - accuracy: 0.7672
40/40 [==============================] - 1s 14ms/step - loss: 0.4991 - accuracy: 0.7672 - val_loss: 0.4817 - val_accuracy: 0.7812
Epoch 13/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.4758 - accuracy: 0.8073
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40/40 [==============================] - 0s 9ms/step - loss: 0.4800 - accuracy: 0.7906
40/40 [==============================] - 1s 14ms/step - loss: 0.4800 - accuracy: 0.7906 - val_loss: 0.4556 - val_accuracy: 0.8063
Epoch 14/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4538 - accuracy: 0.8063
40/40 [==============================] - 1s 14ms/step - loss: 0.4538 - accuracy: 0.8063 - val_loss: 0.4621 - val_accuracy: 0.7750
Epoch 15/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4256 - accuracy: 0.8036
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31/40 [======================>.......] - ETA: 0s - loss: 0.4307 - accuracy: 0.8135
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40/40 [==============================] - 0s 9ms/step - loss: 0.4276 - accuracy: 0.8188
40/40 [==============================] - 1s 14ms/step - loss: 0.4276 - accuracy: 0.8188 - val_loss: 0.4681 - val_accuracy: 0.8031
Epoch 16/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.4185 - accuracy: 0.8227
40/40 [==============================] - 1s 14ms/step - loss: 0.4185 - accuracy: 0.8227 - val_loss: 0.4088 - val_accuracy: 0.8188
Epoch 17/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3571 - accuracy: 0.8348
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37/40 [==========================>...] - ETA: 0s - loss: 0.3999 - accuracy: 0.8319
40/40 [==============================] - 0s 9ms/step - loss: 0.3968 - accuracy: 0.8352
40/40 [==============================] - 1s 14ms/step - loss: 0.3968 - accuracy: 0.8352 - val_loss: 0.4007 - val_accuracy: 0.8156
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.5126 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.4074 - accuracy: 0.7902
13/40 [========>.....................] - ETA: 0s - loss: 0.4029 - accuracy: 0.8173
20/40 [==============>...............] - ETA: 0s - loss: 0.3797 - accuracy: 0.8250
27/40 [===================>..........] - ETA: 0s - loss: 0.3645 - accuracy: 0.8403
34/40 [========================>.....] - ETA: 0s - loss: 0.3619 - accuracy: 0.8447
40/40 [==============================] - 0s 9ms/step - loss: 0.3781 - accuracy: 0.8383
40/40 [==============================] - 1s 14ms/step - loss: 0.3781 - accuracy: 0.8383 - val_loss: 0.3891 - val_accuracy: 0.8344
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.3627 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.3926 - accuracy: 0.8170
13/40 [========>.....................] - ETA: 0s - loss: 0.3407 - accuracy: 0.8510
19/40 [=============>................] - ETA: 0s - loss: 0.3764 - accuracy: 0.8520
25/40 [=================>............] - ETA: 0s - loss: 0.3812 - accuracy: 0.8462
31/40 [======================>.......] - ETA: 0s - loss: 0.3756 - accuracy: 0.8448
37/40 [==========================>...] - ETA: 0s - loss: 0.3716 - accuracy: 0.8463
40/40 [==============================] - 0s 9ms/step - loss: 0.3662 - accuracy: 0.8461
40/40 [==============================] - 1s 14ms/step - loss: 0.3662 - accuracy: 0.8461 - val_loss: 0.3499 - val_accuracy: 0.8531
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.3404 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3764 - accuracy: 0.8170
12/40 [========>.....................] - ETA: 0s - loss: 0.3420 - accuracy: 0.8490
18/40 [============>.................] - ETA: 0s - loss: 0.3350 - accuracy: 0.8646
24/40 [=================>............] - ETA: 0s - loss: 0.3558 - accuracy: 0.8581
30/40 [=====================>........] - ETA: 0s - loss: 0.3633 - accuracy: 0.8583
36/40 [==========================>...] - ETA: 0s - loss: 0.3592 - accuracy: 0.8594
40/40 [==============================] - 0s 9ms/step - loss: 0.3479 - accuracy: 0.8648
40/40 [==============================] - 1s 14ms/step - loss: 0.3479 - accuracy: 0.8648 - val_loss: 0.3612 - val_accuracy: 0.8469
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.3851 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3794 - accuracy: 0.8036
13/40 [========>.....................] - ETA: 0s - loss: 0.3373 - accuracy: 0.8438
19/40 [=============>................] - ETA: 0s - loss: 0.3204 - accuracy: 0.8635
25/40 [=================>............] - ETA: 0s - loss: 0.3277 - accuracy: 0.8612
31/40 [======================>.......] - ETA: 0s - loss: 0.3170 - accuracy: 0.8700
37/40 [==========================>...] - ETA: 0s - loss: 0.3308 - accuracy: 0.8682
40/40 [==============================] - 0s 9ms/step - loss: 0.3349 - accuracy: 0.8672
40/40 [==============================] - 1s 14ms/step - loss: 0.3349 - accuracy: 0.8672 - val_loss: 0.3279 - val_accuracy: 0.8625
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3483 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.2697 - accuracy: 0.8884
13/40 [========>.....................] - ETA: 0s - loss: 0.2896 - accuracy: 0.8822
19/40 [=============>................] - ETA: 0s - loss: 0.3093 - accuracy: 0.8717
25/40 [=================>............] - ETA: 0s - loss: 0.3062 - accuracy: 0.8775
31/40 [======================>.......] - ETA: 0s - loss: 0.3238 - accuracy: 0.8639
37/40 [==========================>...] - ETA: 0s - loss: 0.3187 - accuracy: 0.8691
40/40 [==============================] - 0s 9ms/step - loss: 0.3264 - accuracy: 0.8664
40/40 [==============================] - 1s 14ms/step - loss: 0.3264 - accuracy: 0.8664 - val_loss: 0.3656 - val_accuracy: 0.8594
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.3318 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.3149 - accuracy: 0.8750
13/40 [========>.....................] - ETA: 0s - loss: 0.3154 - accuracy: 0.8702
20/40 [==============>...............] - ETA: 0s - loss: 0.3087 - accuracy: 0.8688
26/40 [==================>...........] - ETA: 0s - loss: 0.2981 - accuracy: 0.8810
33/40 [=======================>......] - ETA: 0s - loss: 0.3110 - accuracy: 0.8769
40/40 [==============================] - 0s 9ms/step - loss: 0.3175 - accuracy: 0.8766
40/40 [==============================] - 1s 13ms/step - loss: 0.3175 - accuracy: 0.8766 - val_loss: 0.3345 - val_accuracy: 0.8719
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.2537 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2731 - accuracy: 0.8750
12/40 [========>.....................] - ETA: 0s - loss: 0.3127 - accuracy: 0.8802
18/40 [============>.................] - ETA: 0s - loss: 0.3018 - accuracy: 0.8941
24/40 [=================>............] - ETA: 0s - loss: 0.3020 - accuracy: 0.8906
30/40 [=====================>........] - ETA: 0s - loss: 0.3062 - accuracy: 0.8854
36/40 [==========================>...] - ETA: 0s - loss: 0.3078 - accuracy: 0.8880
40/40 [==============================] - 0s 9ms/step - loss: 0.3053 - accuracy: 0.8883
40/40 [==============================] - 1s 14ms/step - loss: 0.3053 - accuracy: 0.8883 - val_loss: 0.2951 - val_accuracy: 0.8813
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.4298 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.3738 - accuracy: 0.8482
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18/40 [============>.................] - ETA: 0s - loss: 0.3574 - accuracy: 0.8559
24/40 [=================>............] - ETA: 0s - loss: 0.3527 - accuracy: 0.8581
30/40 [=====================>........] - ETA: 0s - loss: 0.3372 - accuracy: 0.8635
36/40 [==========================>...] - ETA: 0s - loss: 0.3249 - accuracy: 0.8733
40/40 [==============================] - 0s 9ms/step - loss: 0.3242 - accuracy: 0.8742
40/40 [==============================] - 1s 15ms/step - loss: 0.3242 - accuracy: 0.8742 - val_loss: 0.2827 - val_accuracy: 0.8906
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.2286 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2702 - accuracy: 0.8929
13/40 [========>.....................] - ETA: 0s - loss: 0.2815 - accuracy: 0.8870
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25/40 [=================>............] - ETA: 0s - loss: 0.2901 - accuracy: 0.8875
31/40 [======================>.......] - ETA: 0s - loss: 0.2906 - accuracy: 0.8871
37/40 [==========================>...] - ETA: 0s - loss: 0.2842 - accuracy: 0.8953
40/40 [==============================] - 0s 9ms/step - loss: 0.2859 - accuracy: 0.8930
40/40 [==============================] - 1s 14ms/step - loss: 0.2859 - accuracy: 0.8930 - val_loss: 0.2863 - val_accuracy: 0.8844
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.3074 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2525 - accuracy: 0.9062
12/40 [========>.....................] - ETA: 0s - loss: 0.2770 - accuracy: 0.8880
18/40 [============>.................] - ETA: 0s - loss: 0.2838 - accuracy: 0.8906
24/40 [=================>............] - ETA: 0s - loss: 0.3080 - accuracy: 0.8828
30/40 [=====================>........] - ETA: 0s - loss: 0.2944 - accuracy: 0.8896
36/40 [==========================>...] - ETA: 0s - loss: 0.2881 - accuracy: 0.8924
40/40 [==============================] - 0s 10ms/step - loss: 0.2841 - accuracy: 0.8906
40/40 [==============================] - 1s 15ms/step - loss: 0.2841 - accuracy: 0.8906 - val_loss: 0.2893 - val_accuracy: 0.8906
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.2937 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.3312 - accuracy: 0.8698
12/40 [========>.....................] - ETA: 0s - loss: 0.3229 - accuracy: 0.8542
18/40 [============>.................] - ETA: 0s - loss: 0.3066 - accuracy: 0.8681
24/40 [=================>............] - ETA: 0s - loss: 0.2925 - accuracy: 0.8815
31/40 [======================>.......] - ETA: 0s - loss: 0.2827 - accuracy: 0.8851
37/40 [==========================>...] - ETA: 0s - loss: 0.2676 - accuracy: 0.8936
40/40 [==============================] - 0s 9ms/step - loss: 0.2694 - accuracy: 0.8938
40/40 [==============================] - 1s 14ms/step - loss: 0.2694 - accuracy: 0.8938 - val_loss: 0.2624 - val_accuracy: 0.9062
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.2072 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2587 - accuracy: 0.8958
12/40 [========>.....................] - ETA: 0s - loss: 0.2970 - accuracy: 0.8750
19/40 [=============>................] - ETA: 0s - loss: 0.2672 - accuracy: 0.8882
25/40 [=================>............] - ETA: 0s - loss: 0.2737 - accuracy: 0.8887
31/40 [======================>.......] - ETA: 0s - loss: 0.2749 - accuracy: 0.8881
37/40 [==========================>...] - ETA: 0s - loss: 0.2808 - accuracy: 0.8885
40/40 [==============================] - 0s 9ms/step - loss: 0.2760 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.2760 - accuracy: 0.8898 - val_loss: 0.2898 - val_accuracy: 0.8938
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1479 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2721 - accuracy: 0.8973
13/40 [========>.....................] - ETA: 0s - loss: 0.2749 - accuracy: 0.8990
19/40 [=============>................] - ETA: 0s - loss: 0.2675 - accuracy: 0.9046
25/40 [=================>............] - ETA: 0s - loss: 0.2735 - accuracy: 0.8988
31/40 [======================>.......] - ETA: 0s - loss: 0.2628 - accuracy: 0.9012
37/40 [==========================>...] - ETA: 0s - loss: 0.2623 - accuracy: 0.9020
40/40 [==============================] - 0s 9ms/step - loss: 0.2568 - accuracy: 0.9031
40/40 [==============================] - 1s 14ms/step - loss: 0.2568 - accuracy: 0.9031 - val_loss: 0.2453 - val_accuracy: 0.9062
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.3674 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2281 - accuracy: 0.9286
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19/40 [=============>................] - ETA: 0s - loss: 0.2342 - accuracy: 0.9194
25/40 [=================>............] - ETA: 0s - loss: 0.2586 - accuracy: 0.9075
31/40 [======================>.......] - ETA: 0s - loss: 0.2455 - accuracy: 0.9093
37/40 [==========================>...] - ETA: 0s - loss: 0.2457 - accuracy: 0.9054
40/40 [==============================] - 0s 9ms/step - loss: 0.2488 - accuracy: 0.9062
40/40 [==============================] - 1s 14ms/step - loss: 0.2488 - accuracy: 0.9062 - val_loss: 0.2375 - val_accuracy: 0.9094
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.2083 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2691 - accuracy: 0.8884
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19/40 [=============>................] - ETA: 0s - loss: 0.2339 - accuracy: 0.9112
25/40 [=================>............] - ETA: 0s - loss: 0.2228 - accuracy: 0.9137
31/40 [======================>.......] - ETA: 0s - loss: 0.2267 - accuracy: 0.9153
37/40 [==========================>...] - ETA: 0s - loss: 0.2372 - accuracy: 0.9105
40/40 [==============================] - 0s 9ms/step - loss: 0.2431 - accuracy: 0.9078
40/40 [==============================] - 1s 15ms/step - loss: 0.2431 - accuracy: 0.9078 - val_loss: 0.2561 - val_accuracy: 0.9031
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.1606 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2188 - accuracy: 0.9062
12/40 [========>.....................] - ETA: 0s - loss: 0.2552 - accuracy: 0.9036
18/40 [============>.................] - ETA: 0s - loss: 0.2244 - accuracy: 0.9167
24/40 [=================>............] - ETA: 0s - loss: 0.2558 - accuracy: 0.9062
30/40 [=====================>........] - ETA: 0s - loss: 0.2574 - accuracy: 0.9031
36/40 [==========================>...] - ETA: 0s - loss: 0.2472 - accuracy: 0.9062
40/40 [==============================] - 0s 9ms/step - loss: 0.2451 - accuracy: 0.9062
40/40 [==============================] - 1s 15ms/step - loss: 0.2451 - accuracy: 0.9062 - val_loss: 0.2321 - val_accuracy: 0.9062
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1945 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2477 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.2159 - accuracy: 0.9351
20/40 [==============>...............] - ETA: 0s - loss: 0.2231 - accuracy: 0.9250
27/40 [===================>..........] - ETA: 0s - loss: 0.2290 - accuracy: 0.9225
33/40 [=======================>......] - ETA: 0s - loss: 0.2309 - accuracy: 0.9205
39/40 [============================>.] - ETA: 0s - loss: 0.2314 - accuracy: 0.9199
40/40 [==============================] - 0s 9ms/step - loss: 0.2301 - accuracy: 0.9211
40/40 [==============================] - 1s 13ms/step - loss: 0.2301 - accuracy: 0.9211 - val_loss: 0.2513 - val_accuracy: 0.9125
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2115 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2495 - accuracy: 0.9107
13/40 [========>.....................] - ETA: 0s - loss: 0.1916 - accuracy: 0.9375
19/40 [=============>................] - ETA: 0s - loss: 0.2017 - accuracy: 0.9375
25/40 [=================>............] - ETA: 0s - loss: 0.2098 - accuracy: 0.9350
31/40 [======================>.......] - ETA: 0s - loss: 0.2168 - accuracy: 0.9294
37/40 [==========================>...] - ETA: 0s - loss: 0.2221 - accuracy: 0.9274
40/40 [==============================] - 0s 9ms/step - loss: 0.2322 - accuracy: 0.9242
40/40 [==============================] - 1s 15ms/step - loss: 0.2322 - accuracy: 0.9242 - val_loss: 0.2425 - val_accuracy: 0.9187
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.2170 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1847 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.2423 - accuracy: 0.9159
19/40 [=============>................] - ETA: 0s - loss: 0.2433 - accuracy: 0.9227
25/40 [=================>............] - ETA: 0s - loss: 0.2416 - accuracy: 0.9200
31/40 [======================>.......] - ETA: 0s - loss: 0.2273 - accuracy: 0.9274
37/40 [==========================>...] - ETA: 0s - loss: 0.2282 - accuracy: 0.9223
40/40 [==============================] - 0s 9ms/step - loss: 0.2247 - accuracy: 0.9242
40/40 [==============================] - 1s 14ms/step - loss: 0.2247 - accuracy: 0.9242 - val_loss: 0.2231 - val_accuracy: 0.9156
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.3018 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2536 - accuracy: 0.9018
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31/40 [======================>.......] - ETA: 0s - loss: 0.2380 - accuracy: 0.9103
37/40 [==========================>...] - ETA: 0s - loss: 0.2341 - accuracy: 0.9122
40/40 [==============================] - 0s 9ms/step - loss: 0.2290 - accuracy: 0.9164
40/40 [==============================] - 1s 14ms/step - loss: 0.2290 - accuracy: 0.9164 - val_loss: 0.2274 - val_accuracy: 0.9156
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.3547 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2267 - accuracy: 0.9196
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25/40 [=================>............] - ETA: 0s - loss: 0.2164 - accuracy: 0.9400
31/40 [======================>.......] - ETA: 0s - loss: 0.2163 - accuracy: 0.9385
37/40 [==========================>...] - ETA: 0s - loss: 0.2169 - accuracy: 0.9316
40/40 [==============================] - 0s 9ms/step - loss: 0.2129 - accuracy: 0.9328
40/40 [==============================] - 1s 14ms/step - loss: 0.2129 - accuracy: 0.9328 - val_loss: 0.2299 - val_accuracy: 0.9156
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.2321 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2232 - accuracy: 0.9219
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18/40 [============>.................] - ETA: 0s - loss: 0.2037 - accuracy: 0.9236
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31/40 [======================>.......] - ETA: 0s - loss: 0.2108 - accuracy: 0.9284
38/40 [===========================>..] - ETA: 0s - loss: 0.2087 - accuracy: 0.9293
40/40 [==============================] - 0s 9ms/step - loss: 0.2083 - accuracy: 0.9289
40/40 [==============================] - 1s 14ms/step - loss: 0.2083 - accuracy: 0.9289 - val_loss: 0.2324 - val_accuracy: 0.9031
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.2472 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2450 - accuracy: 0.9271
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30/40 [=====================>........] - ETA: 0s - loss: 0.2337 - accuracy: 0.9167
36/40 [==========================>...] - ETA: 0s - loss: 0.2223 - accuracy: 0.9219
40/40 [==============================] - 0s 9ms/step - loss: 0.2134 - accuracy: 0.9242
40/40 [==============================] - 1s 14ms/step - loss: 0.2134 - accuracy: 0.9242 - val_loss: 0.2229 - val_accuracy: 0.9156
Epoch 41/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.2081 - accuracy: 0.9305
40/40 [==============================] - 1s 15ms/step - loss: 0.2081 - accuracy: 0.9305 - val_loss: 0.2372 - val_accuracy: 0.9281
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1910 - accuracy: 0.9196
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40/40 [==============================] - 0s 9ms/step - loss: 0.1966 - accuracy: 0.9352
40/40 [==============================] - 1s 15ms/step - loss: 0.1966 - accuracy: 0.9352 - val_loss: 0.1884 - val_accuracy: 0.9375
Epoch 43/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2253 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1943 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.1943 - accuracy: 0.9320 - val_loss: 0.2058 - val_accuracy: 0.9250
Epoch 44/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1844 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1844 - accuracy: 0.9406 - val_loss: 0.1910 - val_accuracy: 0.9313
Epoch 45/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2289 - accuracy: 0.9167
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40/40 [==============================] - 0s 9ms/step - loss: 0.1903 - accuracy: 0.9313
40/40 [==============================] - 1s 14ms/step - loss: 0.1903 - accuracy: 0.9313 - val_loss: 0.2462 - val_accuracy: 0.8969
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.3115 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1843 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1848 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1848 - accuracy: 0.9391 - val_loss: 0.1699 - val_accuracy: 0.9406
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.1931 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1385 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1797 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1797 - accuracy: 0.9438 - val_loss: 0.2172 - val_accuracy: 0.9031
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.1972 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1441 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1735 - accuracy: 0.9425
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40/40 [==============================] - 0s 9ms/step - loss: 0.1725 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1725 - accuracy: 0.9445 - val_loss: 0.1602 - val_accuracy: 0.9406
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.0807 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2150 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1721 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1721 - accuracy: 0.9508 - val_loss: 0.1544 - val_accuracy: 0.9406
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.3228 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1855 - accuracy: 0.9554
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34/40 [========================>.....] - ETA: 0s - loss: 0.1764 - accuracy: 0.9412
40/40 [==============================] - 0s 9ms/step - loss: 0.1714 - accuracy: 0.9430
40/40 [==============================] - 1s 13ms/step - loss: 0.1714 - accuracy: 0.9430 - val_loss: 0.1560 - val_accuracy: 0.9469
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0765 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1721 - accuracy: 0.9286
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31/40 [======================>.......] - ETA: 0s - loss: 0.1750 - accuracy: 0.9395
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40/40 [==============================] - 0s 9ms/step - loss: 0.1645 - accuracy: 0.9445
40/40 [==============================] - 1s 14ms/step - loss: 0.1645 - accuracy: 0.9445 - val_loss: 0.1564 - val_accuracy: 0.9469
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.1026 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2041 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1667 - accuracy: 0.9484
40/40 [==============================] - 1s 15ms/step - loss: 0.1667 - accuracy: 0.9484 - val_loss: 0.1635 - val_accuracy: 0.9438
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.2191 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1616 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.1651 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1651 - accuracy: 0.9492 - val_loss: 0.1481 - val_accuracy: 0.9500
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.1050 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1986 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1742 - accuracy: 0.9405
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40/40 [==============================] - 0s 9ms/step - loss: 0.1599 - accuracy: 0.9469
40/40 [==============================] - 1s 14ms/step - loss: 0.1599 - accuracy: 0.9469 - val_loss: 0.1623 - val_accuracy: 0.9438
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.0529 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1754 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1481 - accuracy: 0.9556
37/40 [==========================>...] - ETA: 0s - loss: 0.1480 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1526 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1526 - accuracy: 0.9539 - val_loss: 0.1457 - val_accuracy: 0.9438
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.1617 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1593 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.1551 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1551 - accuracy: 0.9539 - val_loss: 0.1452 - val_accuracy: 0.9469
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.0472 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1278 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.1505 - accuracy: 0.9496
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40/40 [==============================] - 0s 9ms/step - loss: 0.1515 - accuracy: 0.9523
40/40 [==============================] - 1s 15ms/step - loss: 0.1515 - accuracy: 0.9523 - val_loss: 0.1403 - val_accuracy: 0.9469
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.0756 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1859 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1453 - accuracy: 0.9526
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40/40 [==============================] - 0s 9ms/step - loss: 0.1478 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1478 - accuracy: 0.9547 - val_loss: 0.1399 - val_accuracy: 0.9438
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.2119 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1718 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1599 - accuracy: 0.9486
37/40 [==========================>...] - ETA: 0s - loss: 0.1514 - accuracy: 0.9519
40/40 [==============================] - 0s 9ms/step - loss: 0.1494 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1494 - accuracy: 0.9523 - val_loss: 0.1590 - val_accuracy: 0.9563
Epoch 60/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1827 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1523 - accuracy: 0.9546
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40/40 [==============================] - 0s 9ms/step - loss: 0.1476 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1476 - accuracy: 0.9555 - val_loss: 0.1337 - val_accuracy: 0.9500
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.0926 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1249 - accuracy: 0.9509
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34/40 [========================>.....] - ETA: 0s - loss: 0.1374 - accuracy: 0.9559
40/40 [==============================] - 0s 9ms/step - loss: 0.1457 - accuracy: 0.9516
40/40 [==============================] - 1s 13ms/step - loss: 0.1457 - accuracy: 0.9516 - val_loss: 0.1365 - val_accuracy: 0.9563
Epoch 62/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1061 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1420 - accuracy: 0.9526
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40/40 [==============================] - 0s 9ms/step - loss: 0.1433 - accuracy: 0.9500
40/40 [==============================] - 1s 15ms/step - loss: 0.1433 - accuracy: 0.9500 - val_loss: 0.1299 - val_accuracy: 0.9594
Epoch 63/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.1355 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1355 - accuracy: 0.9563 - val_loss: 0.1291 - val_accuracy: 0.9500
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.1521 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1464 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1464 - accuracy: 0.9531 - val_loss: 0.1276 - val_accuracy: 0.9656
Epoch 65/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1285 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1393 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1393 - accuracy: 0.9570 - val_loss: 0.1156 - val_accuracy: 0.9563
Epoch 66/100
1/40 [..............................] - ETA: 0s - loss: 0.0888 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1656 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1349 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1349 - accuracy: 0.9578 - val_loss: 0.1234 - val_accuracy: 0.9531
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1321 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1321 - accuracy: 0.9602 - val_loss: 0.1322 - val_accuracy: 0.9594
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1417 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1417 - accuracy: 0.9531 - val_loss: 0.1117 - val_accuracy: 0.9625
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1324 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1324 - accuracy: 0.9570 - val_loss: 0.1127 - val_accuracy: 0.9531
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1289 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1289 - accuracy: 0.9578 - val_loss: 0.1317 - val_accuracy: 0.9500
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1263 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1263 - accuracy: 0.9656 - val_loss: 0.1156 - val_accuracy: 0.9625
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1354 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1354 - accuracy: 0.9555 - val_loss: 0.1323 - val_accuracy: 0.9531
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1267 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1267 - accuracy: 0.9602 - val_loss: 0.1212 - val_accuracy: 0.9563
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1224 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1224 - accuracy: 0.9625 - val_loss: 0.1065 - val_accuracy: 0.9688
Epoch 75/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0897 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1200 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.1200 - accuracy: 0.9641 - val_loss: 0.1030 - val_accuracy: 0.9688
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1298 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1298 - accuracy: 0.9594 - val_loss: 0.1022 - val_accuracy: 0.9688
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1140 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1140 - accuracy: 0.9672 - val_loss: 0.1033 - val_accuracy: 0.9688
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1128 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1128 - accuracy: 0.9672 - val_loss: 0.1348 - val_accuracy: 0.9563
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1315 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1315 - accuracy: 0.9539 - val_loss: 0.0953 - val_accuracy: 0.9688
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0991 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1181 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1181 - accuracy: 0.9617 - val_loss: 0.1007 - val_accuracy: 0.9563
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1085 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1085 - accuracy: 0.9656 - val_loss: 0.1019 - val_accuracy: 0.9531
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1037 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.1037 - accuracy: 0.9719 - val_loss: 0.1108 - val_accuracy: 0.9563
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1157 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1157 - accuracy: 0.9633 - val_loss: 0.0834 - val_accuracy: 0.9688
Epoch 84/100
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36/40 [==========================>...] - ETA: 0s - loss: 0.1038 - accuracy: 0.9644
40/40 [==============================] - 0s 10ms/step - loss: 0.1024 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1024 - accuracy: 0.9656 - val_loss: 0.0916 - val_accuracy: 0.9688
Epoch 85/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0861 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.1013 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.1013 - accuracy: 0.9688 - val_loss: 0.1053 - val_accuracy: 0.9656
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0971 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0971 - accuracy: 0.9719 - val_loss: 0.0994 - val_accuracy: 0.9625
Epoch 87/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.1069 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.1156 - accuracy: 0.9628
40/40 [==============================] - 0s 9ms/step - loss: 0.1148 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.1148 - accuracy: 0.9641 - val_loss: 0.1105 - val_accuracy: 0.9625
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1072 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.1072 - accuracy: 0.9688 - val_loss: 0.0860 - val_accuracy: 0.9750
Epoch 89/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0412 - accuracy: 0.9896
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40/40 [==============================] - 0s 9ms/step - loss: 0.0957 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0957 - accuracy: 0.9727 - val_loss: 0.0778 - val_accuracy: 0.9688
Epoch 90/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1011 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0943 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0943 - accuracy: 0.9719 - val_loss: 0.0949 - val_accuracy: 0.9688
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1339 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.0981 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0981 - accuracy: 0.9695 - val_loss: 0.0952 - val_accuracy: 0.9625
Epoch 92/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0948 - accuracy: 0.9598
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37/40 [==========================>...] - ETA: 0s - loss: 0.0996 - accuracy: 0.9688
40/40 [==============================] - 0s 9ms/step - loss: 0.0958 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0958 - accuracy: 0.9703 - val_loss: 0.1041 - val_accuracy: 0.9656
Epoch 93/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0954 - accuracy: 0.9643
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37/40 [==========================>...] - ETA: 0s - loss: 0.1019 - accuracy: 0.9645
40/40 [==============================] - 0s 9ms/step - loss: 0.1021 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1021 - accuracy: 0.9648 - val_loss: 0.0903 - val_accuracy: 0.9531
Epoch 94/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1017 - accuracy: 0.9635
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33/40 [=======================>......] - ETA: 0s - loss: 0.0958 - accuracy: 0.9697
40/40 [==============================] - 0s 9ms/step - loss: 0.1000 - accuracy: 0.9688
40/40 [==============================] - 1s 18ms/step - loss: 0.1000 - accuracy: 0.9688 - val_loss: 0.0961 - val_accuracy: 0.9594
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1009 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1009 - accuracy: 0.9648 - val_loss: 0.0777 - val_accuracy: 0.9719
Epoch 96/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0858 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0858 - accuracy: 0.9742 - val_loss: 0.1051 - val_accuracy: 0.9656
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0943 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0943 - accuracy: 0.9719 - val_loss: 0.0874 - val_accuracy: 0.9656
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0918 - accuracy: 0.9742
40/40 [==============================] - 1s 14ms/step - loss: 0.0918 - accuracy: 0.9742 - val_loss: 0.0946 - val_accuracy: 0.9688
Epoch 99/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0892 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.0853 - accuracy: 0.9727
40/40 [==============================] - 1s 13ms/step - loss: 0.0853 - accuracy: 0.9727 - val_loss: 0.1030 - val_accuracy: 0.9656
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0944 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0944 - accuracy: 0.9758 - val_loss: 0.0957 - val_accuracy: 0.95632022-11-21 20:20:18.745703: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.962
Epoch 1/1002022-11-21 20:20:19.505917: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 28s - loss: 25.1712 - accuracy: 0.3750
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34/40 [========================>.....] - ETA: 0s - loss: 20.7055 - accuracy: 0.3134
40/40 [==============================] - 1s 10ms/step - loss: 18.8003 - accuracy: 0.31022022-11-21 20:20:20.055495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 2s 28ms/step - loss: 18.8003 - accuracy: 0.3102 - val_loss: 6.6635 - val_accuracy: 0.3063
Epoch 2/100
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6/40 [===>..........................] - ETA: 0s - loss: 4.4093 - accuracy: 0.3958
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38/40 [===========================>..] - ETA: 0s - loss: 2.5975 - accuracy: 0.3067
40/40 [==============================] - 0s 9ms/step - loss: 2.5379 - accuracy: 0.3070
40/40 [==============================] - 1s 14ms/step - loss: 2.5379 - accuracy: 0.3070 - val_loss: 1.8371 - val_accuracy: 0.2406
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 1.4341 - accuracy: 0.2812
6/40 [===>..........................] - ETA: 0s - loss: 1.4694 - accuracy: 0.3438
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30/40 [=====================>........] - ETA: 0s - loss: 1.5597 - accuracy: 0.3365
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40/40 [==============================] - 0s 9ms/step - loss: 1.5766 - accuracy: 0.3539
40/40 [==============================] - 1s 15ms/step - loss: 1.5766 - accuracy: 0.3539 - val_loss: 1.7144 - val_accuracy: 0.3625
Epoch 4/100
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6/40 [===>..........................] - ETA: 0s - loss: 1.6258 - accuracy: 0.3229
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30/40 [=====================>........] - ETA: 0s - loss: 1.4813 - accuracy: 0.4198
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40/40 [==============================] - 0s 10ms/step - loss: 1.4696 - accuracy: 0.4227
40/40 [==============================] - 1s 15ms/step - loss: 1.4696 - accuracy: 0.4227 - val_loss: 1.5757 - val_accuracy: 0.4219
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 1.5132 - accuracy: 0.3750
6/40 [===>..........................] - ETA: 0s - loss: 1.5031 - accuracy: 0.3854
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36/40 [==========================>...] - ETA: 0s - loss: 1.3430 - accuracy: 0.4774
40/40 [==============================] - 0s 9ms/step - loss: 1.3246 - accuracy: 0.4727
40/40 [==============================] - 1s 14ms/step - loss: 1.3246 - accuracy: 0.4727 - val_loss: 1.4620 - val_accuracy: 0.4563
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.9591 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 1.1967 - accuracy: 0.6161
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29/40 [====================>.........] - ETA: 0s - loss: 1.2432 - accuracy: 0.5463
35/40 [=========================>....] - ETA: 0s - loss: 1.2359 - accuracy: 0.5500
40/40 [==============================] - 0s 10ms/step - loss: 1.2433 - accuracy: 0.5461
40/40 [==============================] - 1s 15ms/step - loss: 1.2433 - accuracy: 0.5461 - val_loss: 1.3628 - val_accuracy: 0.5312
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.1576 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 1.2278 - accuracy: 0.4554
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30/40 [=====================>........] - ETA: 0s - loss: 1.1285 - accuracy: 0.5573
36/40 [==========================>...] - ETA: 0s - loss: 1.1139 - accuracy: 0.5686
40/40 [==============================] - 0s 9ms/step - loss: 1.1068 - accuracy: 0.5727
40/40 [==============================] - 1s 14ms/step - loss: 1.1068 - accuracy: 0.5727 - val_loss: 1.2294 - val_accuracy: 0.5188
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.8921 - accuracy: 0.6875
6/40 [===>..........................] - ETA: 0s - loss: 1.0456 - accuracy: 0.5573
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33/40 [=======================>......] - ETA: 0s - loss: 1.0609 - accuracy: 0.5994
39/40 [============================>.] - ETA: 0s - loss: 1.0406 - accuracy: 0.6042
40/40 [==============================] - 0s 9ms/step - loss: 1.0341 - accuracy: 0.6055
40/40 [==============================] - 1s 14ms/step - loss: 1.0341 - accuracy: 0.6055 - val_loss: 1.1465 - val_accuracy: 0.6188
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.6445 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.9617 - accuracy: 0.6964
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31/40 [======================>.......] - ETA: 0s - loss: 0.9381 - accuracy: 0.6694
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40/40 [==============================] - 0s 9ms/step - loss: 0.9616 - accuracy: 0.6609
40/40 [==============================] - 1s 14ms/step - loss: 0.9616 - accuracy: 0.6609 - val_loss: 1.0251 - val_accuracy: 0.6188
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.6141 - accuracy: 0.7812
6/40 [===>..........................] - ETA: 0s - loss: 0.8997 - accuracy: 0.6458
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30/40 [=====================>........] - ETA: 0s - loss: 0.8598 - accuracy: 0.6927
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40/40 [==============================] - 0s 9ms/step - loss: 0.8537 - accuracy: 0.6906
40/40 [==============================] - 1s 15ms/step - loss: 0.8537 - accuracy: 0.6906 - val_loss: 0.9359 - val_accuracy: 0.6281
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.6584 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.8022 - accuracy: 0.7098
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40/40 [==============================] - 0s 9ms/step - loss: 0.7796 - accuracy: 0.7031
40/40 [==============================] - 1s 14ms/step - loss: 0.7796 - accuracy: 0.7031 - val_loss: 0.8431 - val_accuracy: 0.7031
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.7549 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.7679 - accuracy: 0.6830
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31/40 [======================>.......] - ETA: 0s - loss: 0.7170 - accuracy: 0.7339
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40/40 [==============================] - 0s 9ms/step - loss: 0.7016 - accuracy: 0.7391
40/40 [==============================] - 1s 14ms/step - loss: 0.7016 - accuracy: 0.7391 - val_loss: 0.8219 - val_accuracy: 0.6906
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.3367 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.6486 - accuracy: 0.7455
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34/40 [========================>.....] - ETA: 0s - loss: 0.6419 - accuracy: 0.7730
40/40 [==============================] - 0s 8ms/step - loss: 0.6401 - accuracy: 0.7758
40/40 [==============================] - 1s 13ms/step - loss: 0.6401 - accuracy: 0.7758 - val_loss: 0.7099 - val_accuracy: 0.7375
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.5918 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.5855 - accuracy: 0.8073
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30/40 [=====================>........] - ETA: 0s - loss: 0.5716 - accuracy: 0.8146
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40/40 [==============================] - 0s 9ms/step - loss: 0.5811 - accuracy: 0.8023
40/40 [==============================] - 1s 15ms/step - loss: 0.5811 - accuracy: 0.8023 - val_loss: 0.6530 - val_accuracy: 0.7500
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.8665 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.5197 - accuracy: 0.8080
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25/40 [=================>............] - ETA: 0s - loss: 0.5200 - accuracy: 0.8275
31/40 [======================>.......] - ETA: 0s - loss: 0.5259 - accuracy: 0.8256
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40/40 [==============================] - 0s 9ms/step - loss: 0.5287 - accuracy: 0.8266
40/40 [==============================] - 1s 14ms/step - loss: 0.5287 - accuracy: 0.8266 - val_loss: 0.5792 - val_accuracy: 0.8000
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.4364 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.5036 - accuracy: 0.8214
13/40 [========>.....................] - ETA: 0s - loss: 0.5115 - accuracy: 0.8293
19/40 [=============>................] - ETA: 0s - loss: 0.5058 - accuracy: 0.8372
25/40 [=================>............] - ETA: 0s - loss: 0.4990 - accuracy: 0.8438
31/40 [======================>.......] - ETA: 0s - loss: 0.5057 - accuracy: 0.8468
37/40 [==========================>...] - ETA: 0s - loss: 0.5012 - accuracy: 0.8412
40/40 [==============================] - 0s 9ms/step - loss: 0.4977 - accuracy: 0.8430
40/40 [==============================] - 1s 15ms/step - loss: 0.4977 - accuracy: 0.8430 - val_loss: 0.5994 - val_accuracy: 0.7875
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.3928 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.4724 - accuracy: 0.8646
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40/40 [==============================] - 0s 9ms/step - loss: 0.4551 - accuracy: 0.8633
40/40 [==============================] - 1s 14ms/step - loss: 0.4551 - accuracy: 0.8633 - val_loss: 0.4916 - val_accuracy: 0.8250
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.3987 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.4202 - accuracy: 0.8705
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19/40 [=============>................] - ETA: 0s - loss: 0.4018 - accuracy: 0.8651
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31/40 [======================>.......] - ETA: 0s - loss: 0.3811 - accuracy: 0.8790
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40/40 [==============================] - 0s 9ms/step - loss: 0.3888 - accuracy: 0.8750
40/40 [==============================] - 1s 14ms/step - loss: 0.3888 - accuracy: 0.8750 - val_loss: 0.4360 - val_accuracy: 0.8500
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.6287 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.3836 - accuracy: 0.8958
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40/40 [==============================] - 0s 9ms/step - loss: 0.3575 - accuracy: 0.8852
40/40 [==============================] - 1s 14ms/step - loss: 0.3575 - accuracy: 0.8852 - val_loss: 0.3702 - val_accuracy: 0.8688
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.2511 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.3384 - accuracy: 0.9018
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18/40 [============>.................] - ETA: 0s - loss: 0.3152 - accuracy: 0.9149
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40/40 [==============================] - 0s 9ms/step - loss: 0.3122 - accuracy: 0.9148
40/40 [==============================] - 1s 14ms/step - loss: 0.3122 - accuracy: 0.9148 - val_loss: 0.3516 - val_accuracy: 0.8844
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.2224 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2810 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.3094 - accuracy: 0.9039
40/40 [==============================] - 1s 14ms/step - loss: 0.3094 - accuracy: 0.9039 - val_loss: 0.3367 - val_accuracy: 0.8781
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.3375 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.3163 - accuracy: 0.9107
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40/40 [==============================] - 0s 9ms/step - loss: 0.2789 - accuracy: 0.9187
40/40 [==============================] - 1s 14ms/step - loss: 0.2789 - accuracy: 0.9187 - val_loss: 0.3065 - val_accuracy: 0.9094
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.2615 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2745 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.2577 - accuracy: 0.9336
40/40 [==============================] - 1s 15ms/step - loss: 0.2577 - accuracy: 0.9336 - val_loss: 0.2819 - val_accuracy: 0.9156
Epoch 24/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2568 - accuracy: 0.9196
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40/40 [==============================] - 0s 9ms/step - loss: 0.2514 - accuracy: 0.9250
40/40 [==============================] - 1s 14ms/step - loss: 0.2514 - accuracy: 0.9250 - val_loss: 0.2956 - val_accuracy: 0.8875
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.3724 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2470 - accuracy: 0.9107
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27/40 [===================>..........] - ETA: 0s - loss: 0.2381 - accuracy: 0.9387
34/40 [========================>.....] - ETA: 0s - loss: 0.2363 - accuracy: 0.9375
40/40 [==============================] - 0s 8ms/step - loss: 0.2337 - accuracy: 0.9406
40/40 [==============================] - 1s 13ms/step - loss: 0.2337 - accuracy: 0.9406 - val_loss: 0.2597 - val_accuracy: 0.9187
Epoch 26/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1829 - accuracy: 0.9531
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40/40 [==============================] - 0s 9ms/step - loss: 0.2237 - accuracy: 0.9422
40/40 [==============================] - 1s 14ms/step - loss: 0.2237 - accuracy: 0.9422 - val_loss: 0.3264 - val_accuracy: 0.8625
Epoch 27/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2476 - accuracy: 0.9241
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24/40 [=================>............] - ETA: 0s - loss: 0.2521 - accuracy: 0.9102
30/40 [=====================>........] - ETA: 0s - loss: 0.2450 - accuracy: 0.9125
36/40 [==========================>...] - ETA: 0s - loss: 0.2322 - accuracy: 0.9201
40/40 [==============================] - 0s 10ms/step - loss: 0.2313 - accuracy: 0.9234
40/40 [==============================] - 1s 15ms/step - loss: 0.2313 - accuracy: 0.9234 - val_loss: 0.2329 - val_accuracy: 0.9313
Epoch 28/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.2260 - accuracy: 0.9375
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21/40 [==============>...............] - ETA: 0s - loss: 0.2155 - accuracy: 0.9390
27/40 [===================>..........] - ETA: 0s - loss: 0.2129 - accuracy: 0.9398
33/40 [=======================>......] - ETA: 0s - loss: 0.2167 - accuracy: 0.9366
39/40 [============================>.] - ETA: 0s - loss: 0.2103 - accuracy: 0.9383
40/40 [==============================] - 0s 10ms/step - loss: 0.2082 - accuracy: 0.9391
40/40 [==============================] - 1s 15ms/step - loss: 0.2082 - accuracy: 0.9391 - val_loss: 0.2736 - val_accuracy: 0.8875
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.2887 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2236 - accuracy: 0.9241
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19/40 [=============>................] - ETA: 0s - loss: 0.1956 - accuracy: 0.9391
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31/40 [======================>.......] - ETA: 0s - loss: 0.1971 - accuracy: 0.9405
37/40 [==========================>...] - ETA: 0s - loss: 0.1927 - accuracy: 0.9426
40/40 [==============================] - 0s 9ms/step - loss: 0.1975 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1975 - accuracy: 0.9398 - val_loss: 0.2250 - val_accuracy: 0.9187
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1602 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2125 - accuracy: 0.9330
13/40 [========>.....................] - ETA: 0s - loss: 0.2009 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.2050 - accuracy: 0.9424
25/40 [=================>............] - ETA: 0s - loss: 0.1992 - accuracy: 0.9437
31/40 [======================>.......] - ETA: 0s - loss: 0.2012 - accuracy: 0.9425
37/40 [==========================>...] - ETA: 0s - loss: 0.1997 - accuracy: 0.9434
40/40 [==============================] - 0s 9ms/step - loss: 0.1967 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1967 - accuracy: 0.9461 - val_loss: 0.2618 - val_accuracy: 0.8938
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1928 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1907 - accuracy: 0.9531
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19/40 [=============>................] - ETA: 0s - loss: 0.1832 - accuracy: 0.9474
25/40 [=================>............] - ETA: 0s - loss: 0.1991 - accuracy: 0.9375
31/40 [======================>.......] - ETA: 0s - loss: 0.1915 - accuracy: 0.9435
37/40 [==========================>...] - ETA: 0s - loss: 0.1939 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1888 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1888 - accuracy: 0.9477 - val_loss: 0.2143 - val_accuracy: 0.9313
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.0792 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1161 - accuracy: 0.9866
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31/40 [======================>.......] - ETA: 0s - loss: 0.1692 - accuracy: 0.9536
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40/40 [==============================] - 0s 9ms/step - loss: 0.1779 - accuracy: 0.9453
40/40 [==============================] - 1s 15ms/step - loss: 0.1779 - accuracy: 0.9453 - val_loss: 0.2292 - val_accuracy: 0.9156
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.0602 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1612 - accuracy: 0.9688
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36/40 [==========================>...] - ETA: 0s - loss: 0.1708 - accuracy: 0.9514
40/40 [==============================] - 0s 9ms/step - loss: 0.1723 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1723 - accuracy: 0.9492 - val_loss: 0.2102 - val_accuracy: 0.9375
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1194 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2021 - accuracy: 0.9196
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19/40 [=============>................] - ETA: 0s - loss: 0.1983 - accuracy: 0.9276
25/40 [=================>............] - ETA: 0s - loss: 0.1969 - accuracy: 0.9312
31/40 [======================>.......] - ETA: 0s - loss: 0.1835 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.1884 - accuracy: 0.9375
40/40 [==============================] - 0s 9ms/step - loss: 0.1864 - accuracy: 0.9383
40/40 [==============================] - 1s 15ms/step - loss: 0.1864 - accuracy: 0.9383 - val_loss: 0.1865 - val_accuracy: 0.9375
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.2326 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1684 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1670 - accuracy: 0.9435
37/40 [==========================>...] - ETA: 0s - loss: 0.1654 - accuracy: 0.9443
40/40 [==============================] - 0s 9ms/step - loss: 0.1628 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1628 - accuracy: 0.9477 - val_loss: 0.1868 - val_accuracy: 0.9344
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.0630 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1577 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.1672 - accuracy: 0.9458
37/40 [==========================>...] - ETA: 0s - loss: 0.1640 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1646 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1646 - accuracy: 0.9430 - val_loss: 0.1784 - val_accuracy: 0.9344
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.1319 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1243 - accuracy: 0.9688
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33/40 [=======================>......] - ETA: 0s - loss: 0.1532 - accuracy: 0.9574
39/40 [============================>.] - ETA: 0s - loss: 0.1524 - accuracy: 0.9559
40/40 [==============================] - 0s 9ms/step - loss: 0.1542 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1542 - accuracy: 0.9547 - val_loss: 0.1673 - val_accuracy: 0.9406
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.2295 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1727 - accuracy: 0.9427
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30/40 [=====================>........] - ETA: 0s - loss: 0.1539 - accuracy: 0.9458
36/40 [==========================>...] - ETA: 0s - loss: 0.1540 - accuracy: 0.9470
40/40 [==============================] - 0s 9ms/step - loss: 0.1523 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1523 - accuracy: 0.9484 - val_loss: 0.1648 - val_accuracy: 0.9406
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1783 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1547 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1381 - accuracy: 0.9556
37/40 [==========================>...] - ETA: 0s - loss: 0.1393 - accuracy: 0.9561
40/40 [==============================] - 0s 9ms/step - loss: 0.1412 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1412 - accuracy: 0.9555 - val_loss: 0.1668 - val_accuracy: 0.9313
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.1951 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1654 - accuracy: 0.9420
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19/40 [=============>................] - ETA: 0s - loss: 0.1325 - accuracy: 0.9622
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31/40 [======================>.......] - ETA: 0s - loss: 0.1333 - accuracy: 0.9577
37/40 [==========================>...] - ETA: 0s - loss: 0.1322 - accuracy: 0.9569
40/40 [==============================] - 0s 9ms/step - loss: 0.1398 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1398 - accuracy: 0.9547 - val_loss: 0.1521 - val_accuracy: 0.9406
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1391 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.1357 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1370 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1382 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1382 - accuracy: 0.9594 - val_loss: 0.1713 - val_accuracy: 0.9406
Epoch 42/100
1/40 [..............................] - ETA: 0s - loss: 0.1330 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1456 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1388 - accuracy: 0.9526
36/40 [==========================>...] - ETA: 0s - loss: 0.1389 - accuracy: 0.9540
40/40 [==============================] - 0s 10ms/step - loss: 0.1381 - accuracy: 0.9547
40/40 [==============================] - 1s 15ms/step - loss: 0.1381 - accuracy: 0.9547 - val_loss: 0.1706 - val_accuracy: 0.9438
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.1203 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1088 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.1226 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1286 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1299 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1299 - accuracy: 0.9594 - val_loss: 0.1747 - val_accuracy: 0.9281
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1569 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1514 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1333 - accuracy: 0.9617
37/40 [==========================>...] - ETA: 0s - loss: 0.1315 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1299 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1299 - accuracy: 0.9602 - val_loss: 0.1593 - val_accuracy: 0.9406
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1328 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0986 - accuracy: 0.9844
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18/40 [============>.................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9583
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36/40 [==========================>...] - ETA: 0s - loss: 0.1335 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1328 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1328 - accuracy: 0.9594 - val_loss: 0.1603 - val_accuracy: 0.9438
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.1691 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1390 - accuracy: 0.9464
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37/40 [==========================>...] - ETA: 0s - loss: 0.1387 - accuracy: 0.9535
40/40 [==============================] - 0s 9ms/step - loss: 0.1370 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1370 - accuracy: 0.9539 - val_loss: 0.1694 - val_accuracy: 0.9281
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.1522 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9643
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31/40 [======================>.......] - ETA: 0s - loss: 0.1321 - accuracy: 0.9546
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40/40 [==============================] - 0s 9ms/step - loss: 0.1267 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1267 - accuracy: 0.9570 - val_loss: 0.1875 - val_accuracy: 0.9281
Epoch 48/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1436 - accuracy: 0.9509
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33/40 [=======================>......] - ETA: 0s - loss: 0.1234 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1338 - accuracy: 0.9539
40/40 [==============================] - 1s 13ms/step - loss: 0.1338 - accuracy: 0.9539 - val_loss: 0.1300 - val_accuracy: 0.9563
Epoch 49/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1429 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.1196 - accuracy: 0.9587
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40/40 [==============================] - 0s 9ms/step - loss: 0.1235 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1235 - accuracy: 0.9555 - val_loss: 0.1323 - val_accuracy: 0.9594
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1424 - accuracy: 0.9484
40/40 [==============================] - 1s 14ms/step - loss: 0.1424 - accuracy: 0.9484 - val_loss: 0.1717 - val_accuracy: 0.9375
Epoch 51/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1400 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1400 - accuracy: 0.9461 - val_loss: 0.1464 - val_accuracy: 0.9406
Epoch 52/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1159 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1159 - accuracy: 0.9602 - val_loss: 0.1279 - val_accuracy: 0.9531
Epoch 53/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1123 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1123 - accuracy: 0.9586 - val_loss: 0.1465 - val_accuracy: 0.9438
Epoch 54/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1266 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1266 - accuracy: 0.9531 - val_loss: 0.1171 - val_accuracy: 0.9594
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1133 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.1133 - accuracy: 0.9633 - val_loss: 0.1256 - val_accuracy: 0.9469
Epoch 56/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1136 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1136 - accuracy: 0.9641 - val_loss: 0.1175 - val_accuracy: 0.9531
Epoch 57/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1115 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1115 - accuracy: 0.9672 - val_loss: 0.1152 - val_accuracy: 0.9594
Epoch 58/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1290 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1055 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1055 - accuracy: 0.9648 - val_loss: 0.1491 - val_accuracy: 0.9375
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1230 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1071 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1071 - accuracy: 0.9672 - val_loss: 0.1141 - val_accuracy: 0.9625
Epoch 60/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1006 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1074 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1074 - accuracy: 0.9578 - val_loss: 0.1173 - val_accuracy: 0.9563
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1070 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1070 - accuracy: 0.9602 - val_loss: 0.1208 - val_accuracy: 0.9531
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1137 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.1137 - accuracy: 0.9602 - val_loss: 0.1170 - val_accuracy: 0.9500
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1105 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1105 - accuracy: 0.9656 - val_loss: 0.1138 - val_accuracy: 0.9594
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0986 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0986 - accuracy: 0.9641 - val_loss: 0.1088 - val_accuracy: 0.9531
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.2390 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1379 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1188 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1188 - accuracy: 0.9547 - val_loss: 0.1088 - val_accuracy: 0.9594
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1044 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1044 - accuracy: 0.9641 - val_loss: 0.1182 - val_accuracy: 0.9594
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1135 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1135 - accuracy: 0.9625 - val_loss: 0.1135 - val_accuracy: 0.9563
Epoch 68/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0982 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0982 - accuracy: 0.9617 - val_loss: 0.1142 - val_accuracy: 0.9594
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1089 - accuracy: 0.9563
40/40 [==============================] - 1s 15ms/step - loss: 0.1089 - accuracy: 0.9563 - val_loss: 0.1088 - val_accuracy: 0.9531
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1047 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1047 - accuracy: 0.9594 - val_loss: 0.1472 - val_accuracy: 0.9438
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0964 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.0964 - accuracy: 0.9664 - val_loss: 0.1157 - val_accuracy: 0.9531
Epoch 72/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0995 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0995 - accuracy: 0.9641 - val_loss: 0.1070 - val_accuracy: 0.9594
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1006 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1006 - accuracy: 0.9609 - val_loss: 0.1268 - val_accuracy: 0.9438
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1035 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1035 - accuracy: 0.9672 - val_loss: 0.1180 - val_accuracy: 0.9594
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0903 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0903 - accuracy: 0.9688 - val_loss: 0.0943 - val_accuracy: 0.9594
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1024 - accuracy: 0.9602
40/40 [==============================] - 1s 13ms/step - loss: 0.1024 - accuracy: 0.9602 - val_loss: 0.1117 - val_accuracy: 0.9563
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0951 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0951 - accuracy: 0.9648 - val_loss: 0.1045 - val_accuracy: 0.9625
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0958 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0958 - accuracy: 0.9656 - val_loss: 0.0946 - val_accuracy: 0.9625
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1070 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1070 - accuracy: 0.9625 - val_loss: 0.1525 - val_accuracy: 0.9375
Epoch 80/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0969 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.0969 - accuracy: 0.9617 - val_loss: 0.1043 - val_accuracy: 0.9594
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0925 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0925 - accuracy: 0.9695 - val_loss: 0.1100 - val_accuracy: 0.9563
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0989 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0989 - accuracy: 0.9641 - val_loss: 0.1156 - val_accuracy: 0.9531
Epoch 83/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0966 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0966 - accuracy: 0.9625 - val_loss: 0.1098 - val_accuracy: 0.9531
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1024 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1024 - accuracy: 0.9648 - val_loss: 0.1144 - val_accuracy: 0.9563
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0933 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0933 - accuracy: 0.9641 - val_loss: 0.0949 - val_accuracy: 0.9656
Epoch 86/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0857 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0857 - accuracy: 0.9641 - val_loss: 0.0880 - val_accuracy: 0.9719
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0938 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.0938 - accuracy: 0.9617 - val_loss: 0.1210 - val_accuracy: 0.9563
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0966 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0966 - accuracy: 0.9648 - val_loss: 0.1098 - val_accuracy: 0.9656
Epoch 89/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0905 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.0905 - accuracy: 0.9672 - val_loss: 0.0931 - val_accuracy: 0.9594
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0907 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.0907 - accuracy: 0.9617 - val_loss: 0.1282 - val_accuracy: 0.9531
Epoch 91/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0967 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.0967 - accuracy: 0.9641 - val_loss: 0.0864 - val_accuracy: 0.9750
Epoch 92/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0833 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0833 - accuracy: 0.9688 - val_loss: 0.1321 - val_accuracy: 0.9406
Epoch 93/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.0901 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0901 - accuracy: 0.9648 - val_loss: 0.0987 - val_accuracy: 0.9688
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0978 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0978 - accuracy: 0.9672 - val_loss: 0.0865 - val_accuracy: 0.9719
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0912 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0912 - accuracy: 0.9672 - val_loss: 0.0950 - val_accuracy: 0.9656
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1022 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1022 - accuracy: 0.9625 - val_loss: 0.0990 - val_accuracy: 0.9563
Epoch 97/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0933 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0933 - accuracy: 0.9617 - val_loss: 0.0883 - val_accuracy: 0.9688
Epoch 98/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0921 - accuracy: 0.9680
40/40 [==============================] - 1s 13ms/step - loss: 0.0921 - accuracy: 0.9680 - val_loss: 0.0923 - val_accuracy: 0.9656
Epoch 99/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0443 - accuracy: 0.9896
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40/40 [==============================] - 0s 9ms/step - loss: 0.0911 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.0911 - accuracy: 0.9680 - val_loss: 0.1177 - val_accuracy: 0.9469
Epoch 100/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0921 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0921 - accuracy: 0.9633 - val_loss: 0.1229 - val_accuracy: 0.95312022-11-21 20:21:17.364683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.968
Epoch 1/1002022-11-21 20:21:17.627810: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 10.9407 - accuracy: 0.3438
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40/40 [==============================] - 1s 10ms/step - loss: 5.6574 - accuracy: 0.37112022-11-21 20:21:18.177949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 5.6574 - accuracy: 0.3711 - val_loss: 2.5724 - val_accuracy: 0.4750
Epoch 2/100
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40/40 [==============================] - 0s 9ms/step - loss: 1.5210 - accuracy: 0.5336
40/40 [==============================] - 1s 14ms/step - loss: 1.5210 - accuracy: 0.5336 - val_loss: 0.9470 - val_accuracy: 0.6031
Epoch 3/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.7468 - accuracy: 0.6891
40/40 [==============================] - 1s 14ms/step - loss: 0.7468 - accuracy: 0.6891 - val_loss: 0.6299 - val_accuracy: 0.7250
Epoch 4/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.5383 - accuracy: 0.8305
40/40 [==============================] - 1s 14ms/step - loss: 0.5383 - accuracy: 0.8305 - val_loss: 0.4963 - val_accuracy: 0.8469
Epoch 5/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4864 - accuracy: 0.9018
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40/40 [==============================] - 0s 9ms/step - loss: 0.4273 - accuracy: 0.8711
40/40 [==============================] - 1s 15ms/step - loss: 0.4273 - accuracy: 0.8711 - val_loss: 0.3756 - val_accuracy: 0.8625
Epoch 6/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4277 - accuracy: 0.8482
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29/40 [====================>.........] - ETA: 0s - loss: 0.3499 - accuracy: 0.8815
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40/40 [==============================] - 0s 9ms/step - loss: 0.3461 - accuracy: 0.8789
40/40 [==============================] - 1s 15ms/step - loss: 0.3461 - accuracy: 0.8789 - val_loss: 0.3313 - val_accuracy: 0.8781
Epoch 7/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2709 - accuracy: 0.9286
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32/40 [=======================>......] - ETA: 0s - loss: 0.3311 - accuracy: 0.8818
38/40 [===========================>..] - ETA: 0s - loss: 0.3285 - accuracy: 0.8832
40/40 [==============================] - 0s 9ms/step - loss: 0.3209 - accuracy: 0.8875
40/40 [==============================] - 1s 14ms/step - loss: 0.3209 - accuracy: 0.8875 - val_loss: 0.3281 - val_accuracy: 0.8688
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.4486 - accuracy: 0.8125
6/40 [===>..........................] - ETA: 0s - loss: 0.2613 - accuracy: 0.9010
13/40 [========>.....................] - ETA: 0s - loss: 0.3025 - accuracy: 0.8918
20/40 [==============>...............] - ETA: 0s - loss: 0.2913 - accuracy: 0.9000
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32/40 [=======================>......] - ETA: 0s - loss: 0.2826 - accuracy: 0.9033
38/40 [===========================>..] - ETA: 0s - loss: 0.2874 - accuracy: 0.9038
40/40 [==============================] - 0s 9ms/step - loss: 0.2910 - accuracy: 0.9008
40/40 [==============================] - 1s 14ms/step - loss: 0.2910 - accuracy: 0.9008 - val_loss: 0.2895 - val_accuracy: 0.8969
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.1957 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.3520 - accuracy: 0.8527
13/40 [========>.....................] - ETA: 0s - loss: 0.3136 - accuracy: 0.8702
19/40 [=============>................] - ETA: 0s - loss: 0.2891 - accuracy: 0.8882
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40/40 [==============================] - 0s 9ms/step - loss: 0.2767 - accuracy: 0.9023
40/40 [==============================] - 1s 14ms/step - loss: 0.2767 - accuracy: 0.9023 - val_loss: 0.2859 - val_accuracy: 0.8969
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.2659 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2672 - accuracy: 0.9286
13/40 [========>.....................] - ETA: 0s - loss: 0.2309 - accuracy: 0.9351
19/40 [=============>................] - ETA: 0s - loss: 0.2261 - accuracy: 0.9276
25/40 [=================>............] - ETA: 0s - loss: 0.2330 - accuracy: 0.9212
31/40 [======================>.......] - ETA: 0s - loss: 0.2527 - accuracy: 0.9073
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40/40 [==============================] - 0s 9ms/step - loss: 0.2645 - accuracy: 0.9031
40/40 [==============================] - 1s 15ms/step - loss: 0.2645 - accuracy: 0.9031 - val_loss: 0.2972 - val_accuracy: 0.8844
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.3257 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.2385 - accuracy: 0.9196
13/40 [========>.....................] - ETA: 0s - loss: 0.2337 - accuracy: 0.9135
19/40 [=============>................] - ETA: 0s - loss: 0.2363 - accuracy: 0.9178
23/40 [================>.............] - ETA: 0s - loss: 0.2438 - accuracy: 0.9144
28/40 [====================>.........] - ETA: 0s - loss: 0.2601 - accuracy: 0.9107
34/40 [========================>.....] - ETA: 0s - loss: 0.2561 - accuracy: 0.9136
40/40 [==============================] - 0s 10ms/step - loss: 0.2542 - accuracy: 0.9133
40/40 [==============================] - 1s 15ms/step - loss: 0.2542 - accuracy: 0.9133 - val_loss: 0.2469 - val_accuracy: 0.9031
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.2173 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2431 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.2243 - accuracy: 0.9279
19/40 [=============>................] - ETA: 0s - loss: 0.2256 - accuracy: 0.9260
25/40 [=================>............] - ETA: 0s - loss: 0.2323 - accuracy: 0.9237
31/40 [======================>.......] - ETA: 0s - loss: 0.2352 - accuracy: 0.9234
37/40 [==========================>...] - ETA: 0s - loss: 0.2345 - accuracy: 0.9231
40/40 [==============================] - 0s 9ms/step - loss: 0.2334 - accuracy: 0.9219
40/40 [==============================] - 1s 15ms/step - loss: 0.2334 - accuracy: 0.9219 - val_loss: 0.2448 - val_accuracy: 0.9156
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 0.1363 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.2153 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.2412 - accuracy: 0.9279
20/40 [==============>...............] - ETA: 0s - loss: 0.2263 - accuracy: 0.9313
27/40 [===================>..........] - ETA: 0s - loss: 0.2303 - accuracy: 0.9282
34/40 [========================>.....] - ETA: 0s - loss: 0.2283 - accuracy: 0.9301
40/40 [==============================] - 0s 9ms/step - loss: 0.2285 - accuracy: 0.9281
40/40 [==============================] - 1s 13ms/step - loss: 0.2285 - accuracy: 0.9281 - val_loss: 0.2347 - val_accuracy: 0.9094
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.1263 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1733 - accuracy: 0.9531
12/40 [========>.....................] - ETA: 0s - loss: 0.1956 - accuracy: 0.9427
18/40 [============>.................] - ETA: 0s - loss: 0.2129 - accuracy: 0.9323
24/40 [=================>............] - ETA: 0s - loss: 0.2338 - accuracy: 0.9232
30/40 [=====================>........] - ETA: 0s - loss: 0.2276 - accuracy: 0.9271
36/40 [==========================>...] - ETA: 0s - loss: 0.2168 - accuracy: 0.9314
40/40 [==============================] - 0s 9ms/step - loss: 0.2188 - accuracy: 0.9289
40/40 [==============================] - 1s 14ms/step - loss: 0.2188 - accuracy: 0.9289 - val_loss: 0.2226 - val_accuracy: 0.9187
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.1477 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1765 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.2028 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.2121 - accuracy: 0.9391
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31/40 [======================>.......] - ETA: 0s - loss: 0.2170 - accuracy: 0.9315
37/40 [==========================>...] - ETA: 0s - loss: 0.2092 - accuracy: 0.9333
40/40 [==============================] - 0s 9ms/step - loss: 0.2045 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.2045 - accuracy: 0.9352 - val_loss: 0.2142 - val_accuracy: 0.9125
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.1995 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2330 - accuracy: 0.9152
13/40 [========>.....................] - ETA: 0s - loss: 0.1963 - accuracy: 0.9303
19/40 [=============>................] - ETA: 0s - loss: 0.1921 - accuracy: 0.9342
25/40 [=================>............] - ETA: 0s - loss: 0.1960 - accuracy: 0.9375
31/40 [======================>.......] - ETA: 0s - loss: 0.1896 - accuracy: 0.9375
37/40 [==========================>...] - ETA: 0s - loss: 0.1989 - accuracy: 0.9358
40/40 [==============================] - 0s 9ms/step - loss: 0.1980 - accuracy: 0.9352
40/40 [==============================] - 1s 14ms/step - loss: 0.1980 - accuracy: 0.9352 - val_loss: 0.2100 - val_accuracy: 0.9219
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.0767 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1670 - accuracy: 0.9375
12/40 [========>.....................] - ETA: 0s - loss: 0.2003 - accuracy: 0.9271
18/40 [============>.................] - ETA: 0s - loss: 0.1921 - accuracy: 0.9375
24/40 [=================>............] - ETA: 0s - loss: 0.2034 - accuracy: 0.9284
30/40 [=====================>........] - ETA: 0s - loss: 0.1928 - accuracy: 0.9333
36/40 [==========================>...] - ETA: 0s - loss: 0.1910 - accuracy: 0.9332
40/40 [==============================] - 0s 9ms/step - loss: 0.1929 - accuracy: 0.9328
40/40 [==============================] - 1s 15ms/step - loss: 0.1929 - accuracy: 0.9328 - val_loss: 0.2202 - val_accuracy: 0.9125
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.0874 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9896
12/40 [========>.....................] - ETA: 0s - loss: 0.1774 - accuracy: 0.9401
18/40 [============>.................] - ETA: 0s - loss: 0.1665 - accuracy: 0.9462
24/40 [=================>............] - ETA: 0s - loss: 0.1632 - accuracy: 0.9492
31/40 [======================>.......] - ETA: 0s - loss: 0.1775 - accuracy: 0.9405
38/40 [===========================>..] - ETA: 0s - loss: 0.1820 - accuracy: 0.9391
40/40 [==============================] - 0s 9ms/step - loss: 0.1854 - accuracy: 0.9383
40/40 [==============================] - 1s 14ms/step - loss: 0.1854 - accuracy: 0.9383 - val_loss: 0.1970 - val_accuracy: 0.9375
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1687 - accuracy: 0.9271
13/40 [========>.....................] - ETA: 0s - loss: 0.1848 - accuracy: 0.9327
19/40 [=============>................] - ETA: 0s - loss: 0.1741 - accuracy: 0.9408
24/40 [=================>............] - ETA: 0s - loss: 0.1754 - accuracy: 0.9401
30/40 [=====================>........] - ETA: 0s - loss: 0.1811 - accuracy: 0.9365
36/40 [==========================>...] - ETA: 0s - loss: 0.1782 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1810 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1810 - accuracy: 0.9367 - val_loss: 0.2134 - val_accuracy: 0.9281
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.2097 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1627 - accuracy: 0.9420
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19/40 [=============>................] - ETA: 0s - loss: 0.1716 - accuracy: 0.9457
25/40 [=================>............] - ETA: 0s - loss: 0.1725 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1796 - accuracy: 0.9355
37/40 [==========================>...] - ETA: 0s - loss: 0.1716 - accuracy: 0.9409
40/40 [==============================] - 0s 9ms/step - loss: 0.1763 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1763 - accuracy: 0.9375 - val_loss: 0.2044 - val_accuracy: 0.9281
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.1041 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1574 - accuracy: 0.9241
13/40 [========>.....................] - ETA: 0s - loss: 0.1528 - accuracy: 0.9399
19/40 [=============>................] - ETA: 0s - loss: 0.1519 - accuracy: 0.9474
25/40 [=================>............] - ETA: 0s - loss: 0.1594 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1707 - accuracy: 0.9365
37/40 [==========================>...] - ETA: 0s - loss: 0.1701 - accuracy: 0.9383
40/40 [==============================] - 0s 9ms/step - loss: 0.1708 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.1708 - accuracy: 0.9375 - val_loss: 0.1854 - val_accuracy: 0.9375
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.1505 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1551 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1558 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.1477 - accuracy: 0.9523
25/40 [=================>............] - ETA: 0s - loss: 0.1547 - accuracy: 0.9475
31/40 [======================>.......] - ETA: 0s - loss: 0.1580 - accuracy: 0.9476
37/40 [==========================>...] - ETA: 0s - loss: 0.1620 - accuracy: 0.9443
40/40 [==============================] - 0s 9ms/step - loss: 0.1634 - accuracy: 0.9430
40/40 [==============================] - 1s 14ms/step - loss: 0.1634 - accuracy: 0.9430 - val_loss: 0.1721 - val_accuracy: 0.9438
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.0545 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1274 - accuracy: 0.9420
13/40 [========>.....................] - ETA: 0s - loss: 0.1500 - accuracy: 0.9375
19/40 [=============>................] - ETA: 0s - loss: 0.1500 - accuracy: 0.9424
25/40 [=================>............] - ETA: 0s - loss: 0.1527 - accuracy: 0.9437
31/40 [======================>.......] - ETA: 0s - loss: 0.1518 - accuracy: 0.9435
37/40 [==========================>...] - ETA: 0s - loss: 0.1560 - accuracy: 0.9417
40/40 [==============================] - 0s 9ms/step - loss: 0.1627 - accuracy: 0.9391
40/40 [==============================] - 1s 14ms/step - loss: 0.1627 - accuracy: 0.9391 - val_loss: 0.1758 - val_accuracy: 0.9406
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.0963 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1776 - accuracy: 0.9219
13/40 [========>.....................] - ETA: 0s - loss: 0.1451 - accuracy: 0.9399
20/40 [==============>...............] - ETA: 0s - loss: 0.1591 - accuracy: 0.9359
27/40 [===================>..........] - ETA: 0s - loss: 0.1586 - accuracy: 0.9340
34/40 [========================>.....] - ETA: 0s - loss: 0.1607 - accuracy: 0.9338
40/40 [==============================] - 0s 9ms/step - loss: 0.1550 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1550 - accuracy: 0.9367 - val_loss: 0.1650 - val_accuracy: 0.9313
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.1378 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1408 - accuracy: 0.9464
13/40 [========>.....................] - ETA: 0s - loss: 0.1427 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1601 - accuracy: 0.9375
25/40 [=================>............] - ETA: 0s - loss: 0.1575 - accuracy: 0.9425
31/40 [======================>.......] - ETA: 0s - loss: 0.1533 - accuracy: 0.9446
37/40 [==========================>...] - ETA: 0s - loss: 0.1594 - accuracy: 0.9392
40/40 [==============================] - 0s 9ms/step - loss: 0.1579 - accuracy: 0.9398
40/40 [==============================] - 1s 14ms/step - loss: 0.1579 - accuracy: 0.9398 - val_loss: 0.1854 - val_accuracy: 0.9438
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.0678 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1956 - accuracy: 0.9271
12/40 [========>.....................] - ETA: 0s - loss: 0.1472 - accuracy: 0.9505
18/40 [============>.................] - ETA: 0s - loss: 0.1605 - accuracy: 0.9358
24/40 [=================>............] - ETA: 0s - loss: 0.1568 - accuracy: 0.9362
30/40 [=====================>........] - ETA: 0s - loss: 0.1575 - accuracy: 0.9385
36/40 [==========================>...] - ETA: 0s - loss: 0.1540 - accuracy: 0.9410
40/40 [==============================] - 0s 9ms/step - loss: 0.1503 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1503 - accuracy: 0.9438 - val_loss: 0.1646 - val_accuracy: 0.9438
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.1470 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1244 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1336 - accuracy: 0.9447
19/40 [=============>................] - ETA: 0s - loss: 0.1337 - accuracy: 0.9457
25/40 [=================>............] - ETA: 0s - loss: 0.1462 - accuracy: 0.9412
31/40 [======================>.......] - ETA: 0s - loss: 0.1445 - accuracy: 0.9415
37/40 [==========================>...] - ETA: 0s - loss: 0.1430 - accuracy: 0.9451
40/40 [==============================] - 0s 9ms/step - loss: 0.1423 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1423 - accuracy: 0.9461 - val_loss: 0.1695 - val_accuracy: 0.9438
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.1798 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1639 - accuracy: 0.9323
12/40 [========>.....................] - ETA: 0s - loss: 0.1597 - accuracy: 0.9401
18/40 [============>.................] - ETA: 0s - loss: 0.1405 - accuracy: 0.9497
24/40 [=================>............] - ETA: 0s - loss: 0.1378 - accuracy: 0.9518
30/40 [=====================>........] - ETA: 0s - loss: 0.1462 - accuracy: 0.9469
36/40 [==========================>...] - ETA: 0s - loss: 0.1439 - accuracy: 0.9470
40/40 [==============================] - 0s 9ms/step - loss: 0.1440 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1440 - accuracy: 0.9461 - val_loss: 0.1721 - val_accuracy: 0.9406
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.1321 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1739 - accuracy: 0.9323
11/40 [=======>......................] - ETA: 0s - loss: 0.1416 - accuracy: 0.9489
17/40 [===========>..................] - ETA: 0s - loss: 0.1411 - accuracy: 0.9449
23/40 [================>.............] - ETA: 0s - loss: 0.1471 - accuracy: 0.9402
29/40 [====================>.........] - ETA: 0s - loss: 0.1456 - accuracy: 0.9418
36/40 [==========================>...] - ETA: 0s - loss: 0.1409 - accuracy: 0.9470
40/40 [==============================] - 0s 9ms/step - loss: 0.1413 - accuracy: 0.9461
40/40 [==============================] - 1s 14ms/step - loss: 0.1413 - accuracy: 0.9461 - val_loss: 0.1616 - val_accuracy: 0.9375
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.1417 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1107 - accuracy: 0.9554
13/40 [========>.....................] - ETA: 0s - loss: 0.1423 - accuracy: 0.9375
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25/40 [=================>............] - ETA: 0s - loss: 0.1328 - accuracy: 0.9450
31/40 [======================>.......] - ETA: 0s - loss: 0.1475 - accuracy: 0.9405
37/40 [==========================>...] - ETA: 0s - loss: 0.1427 - accuracy: 0.9426
40/40 [==============================] - 0s 9ms/step - loss: 0.1391 - accuracy: 0.9438
40/40 [==============================] - 1s 14ms/step - loss: 0.1391 - accuracy: 0.9438 - val_loss: 0.1683 - val_accuracy: 0.9375
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1505 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.1460 - accuracy: 0.9399
19/40 [=============>................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9490
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31/40 [======================>.......] - ETA: 0s - loss: 0.1395 - accuracy: 0.9476
37/40 [==========================>...] - ETA: 0s - loss: 0.1420 - accuracy: 0.9468
40/40 [==============================] - 0s 9ms/step - loss: 0.1432 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1432 - accuracy: 0.9461 - val_loss: 0.1429 - val_accuracy: 0.9500
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.0550 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1120 - accuracy: 0.9509
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40/40 [==============================] - 0s 9ms/step - loss: 0.1291 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1291 - accuracy: 0.9531 - val_loss: 0.1438 - val_accuracy: 0.9500
Epoch 33/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1431 - accuracy: 0.9420
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40/40 [==============================] - 0s 9ms/step - loss: 0.1341 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1341 - accuracy: 0.9523 - val_loss: 0.1759 - val_accuracy: 0.9281
Epoch 34/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1321 - accuracy: 0.9477
40/40 [==============================] - 1s 14ms/step - loss: 0.1321 - accuracy: 0.9477 - val_loss: 0.1328 - val_accuracy: 0.9531
Epoch 35/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1270 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1270 - accuracy: 0.9547 - val_loss: 0.1343 - val_accuracy: 0.9500
Epoch 36/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1253 - accuracy: 0.9531
40/40 [==============================] - 1s 14ms/step - loss: 0.1253 - accuracy: 0.9531 - val_loss: 0.1524 - val_accuracy: 0.9500
Epoch 37/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1391 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1255 - accuracy: 0.9523
40/40 [==============================] - 1s 14ms/step - loss: 0.1255 - accuracy: 0.9523 - val_loss: 0.1330 - val_accuracy: 0.9531
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.1750 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0876 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.1247 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1247 - accuracy: 0.9531 - val_loss: 0.1230 - val_accuracy: 0.9563
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.1004 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0983 - accuracy: 0.9598
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40/40 [==============================] - 0s 10ms/step - loss: 0.1142 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1142 - accuracy: 0.9539 - val_loss: 0.1428 - val_accuracy: 0.9500
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.1546 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1021 - accuracy: 0.9554
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28/40 [====================>.........] - ETA: 0s - loss: 0.1171 - accuracy: 0.9442
35/40 [=========================>....] - ETA: 0s - loss: 0.1167 - accuracy: 0.9509
40/40 [==============================] - 0s 8ms/step - loss: 0.1179 - accuracy: 0.9516
40/40 [==============================] - 1s 13ms/step - loss: 0.1179 - accuracy: 0.9516 - val_loss: 0.1244 - val_accuracy: 0.9500
Epoch 41/100
1/40 [..............................] - ETA: 0s - loss: 0.0381 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1553 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.1127 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.1132 - accuracy: 0.9620
40/40 [==============================] - 0s 9ms/step - loss: 0.1132 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1132 - accuracy: 0.9641 - val_loss: 0.1374 - val_accuracy: 0.9500
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1097 - accuracy: 0.9509
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37/40 [==========================>...] - ETA: 0s - loss: 0.1094 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.1120 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1120 - accuracy: 0.9594 - val_loss: 0.1265 - val_accuracy: 0.9500
Epoch 43/100
1/40 [..............................] - ETA: 0s - loss: 0.0912 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1178 - accuracy: 0.9464
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40/40 [==============================] - 0s 10ms/step - loss: 0.1104 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1104 - accuracy: 0.9586 - val_loss: 0.1269 - val_accuracy: 0.9625
Epoch 44/100
1/40 [..............................] - ETA: 0s - loss: 0.1674 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1066 - accuracy: 0.9587
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40/40 [==============================] - 0s 9ms/step - loss: 0.1103 - accuracy: 0.9563
40/40 [==============================] - 1s 20ms/step - loss: 0.1103 - accuracy: 0.9563 - val_loss: 0.1219 - val_accuracy: 0.9469
Epoch 45/100
1/40 [..............................] - ETA: 0s - loss: 0.1932 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.1364 - accuracy: 0.9271
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33/40 [=======================>......] - ETA: 0s - loss: 0.1134 - accuracy: 0.9508
40/40 [==============================] - 0s 9ms/step - loss: 0.1118 - accuracy: 0.9523
40/40 [==============================] - 1s 13ms/step - loss: 0.1118 - accuracy: 0.9523 - val_loss: 0.1115 - val_accuracy: 0.9594
Epoch 46/100
1/40 [..............................] - ETA: 0s - loss: 0.0694 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0885 - accuracy: 0.9598
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31/40 [======================>.......] - ETA: 0s - loss: 0.0936 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.1011 - accuracy: 0.9611
40/40 [==============================] - 0s 9ms/step - loss: 0.1029 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1029 - accuracy: 0.9602 - val_loss: 0.1394 - val_accuracy: 0.9469
Epoch 47/100
1/40 [..............................] - ETA: 0s - loss: 0.2696 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1119 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0990 - accuracy: 0.9647
37/40 [==========================>...] - ETA: 0s - loss: 0.0994 - accuracy: 0.9645
40/40 [==============================] - 0s 10ms/step - loss: 0.1018 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.1018 - accuracy: 0.9625 - val_loss: 0.1104 - val_accuracy: 0.9719
Epoch 48/100
1/40 [..............................] - ETA: 0s - loss: 0.0789 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1075 - accuracy: 0.9583
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36/40 [==========================>...] - ETA: 0s - loss: 0.1090 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1069 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1069 - accuracy: 0.9594 - val_loss: 0.1597 - val_accuracy: 0.9438
Epoch 49/100
1/40 [..............................] - ETA: 0s - loss: 0.1722 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1061 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.1119 - accuracy: 0.9536
37/40 [==========================>...] - ETA: 0s - loss: 0.1110 - accuracy: 0.9544
40/40 [==============================] - 0s 9ms/step - loss: 0.1148 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1148 - accuracy: 0.9531 - val_loss: 0.1098 - val_accuracy: 0.9563
Epoch 50/100
1/40 [..............................] - ETA: 0s - loss: 0.0192 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0936 - accuracy: 0.9479
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37/40 [==========================>...] - ETA: 0s - loss: 0.0972 - accuracy: 0.9595
40/40 [==============================] - 0s 9ms/step - loss: 0.0979 - accuracy: 0.9602
40/40 [==============================] - 1s 14ms/step - loss: 0.0979 - accuracy: 0.9602 - val_loss: 0.1114 - val_accuracy: 0.9594
Epoch 51/100
1/40 [..............................] - ETA: 0s - loss: 0.0698 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0847 - accuracy: 0.9688
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38/40 [===========================>..] - ETA: 0s - loss: 0.0936 - accuracy: 0.9646
40/40 [==============================] - 0s 9ms/step - loss: 0.0947 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.0947 - accuracy: 0.9648 - val_loss: 0.1063 - val_accuracy: 0.9625
Epoch 52/100
1/40 [..............................] - ETA: 0s - loss: 0.1238 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.0748 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0964 - accuracy: 0.9587
37/40 [==========================>...] - ETA: 0s - loss: 0.1017 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.0980 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0980 - accuracy: 0.9617 - val_loss: 0.1133 - val_accuracy: 0.9563
Epoch 53/100
1/40 [..............................] - ETA: 0s - loss: 0.0494 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1042 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1042 - accuracy: 0.9648 - val_loss: 0.1028 - val_accuracy: 0.9656
Epoch 54/100
1/40 [..............................] - ETA: 0s - loss: 0.1118 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1043 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0988 - accuracy: 0.9597
37/40 [==========================>...] - ETA: 0s - loss: 0.0966 - accuracy: 0.9603
40/40 [==============================] - 0s 9ms/step - loss: 0.0979 - accuracy: 0.9617
40/40 [==============================] - 1s 15ms/step - loss: 0.0979 - accuracy: 0.9617 - val_loss: 0.1279 - val_accuracy: 0.9531
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.1039 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0869 - accuracy: 0.9635
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30/40 [=====================>........] - ETA: 0s - loss: 0.1051 - accuracy: 0.9604
36/40 [==========================>...] - ETA: 0s - loss: 0.1018 - accuracy: 0.9609
40/40 [==============================] - 0s 9ms/step - loss: 0.1022 - accuracy: 0.9602
40/40 [==============================] - 1s 15ms/step - loss: 0.1022 - accuracy: 0.9602 - val_loss: 0.1122 - val_accuracy: 0.9531
Epoch 56/100
1/40 [..............................] - ETA: 0s - loss: 0.1188 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1033 - accuracy: 0.9732
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36/40 [==========================>...] - ETA: 0s - loss: 0.0915 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.0955 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0955 - accuracy: 0.9633 - val_loss: 0.1003 - val_accuracy: 0.9594
Epoch 57/100
1/40 [..............................] - ETA: 0s - loss: 0.0548 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1021 - accuracy: 0.9583
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36/40 [==========================>...] - ETA: 0s - loss: 0.0938 - accuracy: 0.9644
40/40 [==============================] - 0s 9ms/step - loss: 0.0891 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.0891 - accuracy: 0.9656 - val_loss: 0.1064 - val_accuracy: 0.9656
Epoch 58/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1120 - accuracy: 0.9554
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31/40 [======================>.......] - ETA: 0s - loss: 0.0957 - accuracy: 0.9607
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40/40 [==============================] - 0s 9ms/step - loss: 0.0898 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.0898 - accuracy: 0.9641 - val_loss: 0.1005 - val_accuracy: 0.9688
Epoch 59/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0751 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0880 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0880 - accuracy: 0.9672 - val_loss: 0.1009 - val_accuracy: 0.9625
Epoch 60/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1027 - accuracy: 0.9570
40/40 [==============================] - 1s 15ms/step - loss: 0.1027 - accuracy: 0.9570 - val_loss: 0.1203 - val_accuracy: 0.9688
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1028 - accuracy: 0.9578
40/40 [==============================] - 1s 14ms/step - loss: 0.1028 - accuracy: 0.9578 - val_loss: 0.1036 - val_accuracy: 0.9656
Epoch 62/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0896 - accuracy: 0.9633
40/40 [==============================] - 1s 14ms/step - loss: 0.0896 - accuracy: 0.9633 - val_loss: 0.1072 - val_accuracy: 0.9688
Epoch 63/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0905 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0905 - accuracy: 0.9625 - val_loss: 0.1076 - val_accuracy: 0.9656
Epoch 64/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0886 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0886 - accuracy: 0.9648 - val_loss: 0.0942 - val_accuracy: 0.9625
Epoch 65/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0778 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0961 - accuracy: 0.9625
40/40 [==============================] - 1s 15ms/step - loss: 0.0961 - accuracy: 0.9625 - val_loss: 0.0903 - val_accuracy: 0.9719
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0893 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0893 - accuracy: 0.9688 - val_loss: 0.1025 - val_accuracy: 0.9625
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0854 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0854 - accuracy: 0.9703 - val_loss: 0.0924 - val_accuracy: 0.9688
Epoch 68/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0689 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0848 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0848 - accuracy: 0.9680 - val_loss: 0.0983 - val_accuracy: 0.9688
Epoch 69/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0941 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.0941 - accuracy: 0.9625 - val_loss: 0.0888 - val_accuracy: 0.9781
Epoch 70/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0863 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0863 - accuracy: 0.9703 - val_loss: 0.1009 - val_accuracy: 0.9594
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0822 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0822 - accuracy: 0.9680 - val_loss: 0.0924 - val_accuracy: 0.9688
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0797 - accuracy: 0.9680
40/40 [==============================] - 1s 13ms/step - loss: 0.0797 - accuracy: 0.9680 - val_loss: 0.0926 - val_accuracy: 0.9688
Epoch 73/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0701 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0804 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0804 - accuracy: 0.9672 - val_loss: 0.0850 - val_accuracy: 0.9781
Epoch 74/100
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31/40 [======================>.......] - ETA: 0s - loss: 0.0778 - accuracy: 0.9677
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40/40 [==============================] - 0s 9ms/step - loss: 0.0811 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0811 - accuracy: 0.9664 - val_loss: 0.0917 - val_accuracy: 0.9656
Epoch 75/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0680 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0787 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0787 - accuracy: 0.9719 - val_loss: 0.0891 - val_accuracy: 0.9656
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0774 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0774 - accuracy: 0.9680 - val_loss: 0.0922 - val_accuracy: 0.9656
Epoch 77/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0777 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0777 - accuracy: 0.9688 - val_loss: 0.0947 - val_accuracy: 0.9688
Epoch 78/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0468 - accuracy: 0.9844
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40/40 [==============================] - 0s 9ms/step - loss: 0.0750 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0750 - accuracy: 0.9688 - val_loss: 0.0837 - val_accuracy: 0.9750
Epoch 79/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0738 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.0776 - accuracy: 0.9719
40/40 [==============================] - 1s 16ms/step - loss: 0.0776 - accuracy: 0.9719 - val_loss: 0.0842 - val_accuracy: 0.9719
Epoch 80/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0860 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0860 - accuracy: 0.9719 - val_loss: 0.0864 - val_accuracy: 0.9688
Epoch 81/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0730 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0730 - accuracy: 0.9734 - val_loss: 0.0853 - val_accuracy: 0.9688
Epoch 82/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0720 - accuracy: 0.9792
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40/40 [==============================] - 0s 11ms/step - loss: 0.0717 - accuracy: 0.9703
40/40 [==============================] - 1s 16ms/step - loss: 0.0717 - accuracy: 0.9703 - val_loss: 0.0888 - val_accuracy: 0.9656
Epoch 83/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0575 - accuracy: 0.9821
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40/40 [==============================] - 0s 10ms/step - loss: 0.0751 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0751 - accuracy: 0.9719 - val_loss: 0.0890 - val_accuracy: 0.9688
Epoch 84/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0475 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.0751 - accuracy: 0.9711
40/40 [==============================] - 1s 16ms/step - loss: 0.0751 - accuracy: 0.9711 - val_loss: 0.0804 - val_accuracy: 0.9750
Epoch 85/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0769 - accuracy: 0.9719
40/40 [==============================] - 1s 16ms/step - loss: 0.0769 - accuracy: 0.9719 - val_loss: 0.1206 - val_accuracy: 0.9531
Epoch 86/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0968 - accuracy: 0.9509
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40/40 [==============================] - 0s 10ms/step - loss: 0.0772 - accuracy: 0.9672
40/40 [==============================] - 1s 15ms/step - loss: 0.0772 - accuracy: 0.9672 - val_loss: 0.0942 - val_accuracy: 0.9625
Epoch 87/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0754 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0754 - accuracy: 0.9711 - val_loss: 0.0997 - val_accuracy: 0.9563
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0696 - accuracy: 0.9781
40/40 [==============================] - 1s 14ms/step - loss: 0.0696 - accuracy: 0.9781 - val_loss: 0.0848 - val_accuracy: 0.9688
Epoch 89/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0809 - accuracy: 0.9635
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40/40 [==============================] - 0s 10ms/step - loss: 0.0769 - accuracy: 0.9727
40/40 [==============================] - 1s 16ms/step - loss: 0.0769 - accuracy: 0.9727 - val_loss: 0.1106 - val_accuracy: 0.9563
Epoch 90/100
1/40 [..............................] - ETA: 0s - loss: 0.1236 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0630 - accuracy: 0.9740
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40/40 [==============================] - 0s 10ms/step - loss: 0.0756 - accuracy: 0.9695
40/40 [==============================] - 1s 16ms/step - loss: 0.0756 - accuracy: 0.9695 - val_loss: 0.0892 - val_accuracy: 0.9625
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0780 - accuracy: 0.9643
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38/40 [===========================>..] - ETA: 0s - loss: 0.0740 - accuracy: 0.9720
40/40 [==============================] - 0s 10ms/step - loss: 0.0731 - accuracy: 0.9734
40/40 [==============================] - 1s 16ms/step - loss: 0.0731 - accuracy: 0.9734 - val_loss: 0.0823 - val_accuracy: 0.9750
Epoch 92/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0862 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.0696 - accuracy: 0.9703
40/40 [==============================] - 1s 15ms/step - loss: 0.0696 - accuracy: 0.9703 - val_loss: 0.0773 - val_accuracy: 0.9781
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.0108 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0925 - accuracy: 0.9531
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36/40 [==========================>...] - ETA: 0s - loss: 0.0689 - accuracy: 0.9748
40/40 [==============================] - 0s 9ms/step - loss: 0.0699 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0699 - accuracy: 0.9727 - val_loss: 0.0870 - val_accuracy: 0.9656
Epoch 94/100
1/40 [..............................] - ETA: 0s - loss: 0.0754 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0698 - accuracy: 0.9740
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28/40 [====================>.........] - ETA: 0s - loss: 0.0732 - accuracy: 0.9721
34/40 [========================>.....] - ETA: 0s - loss: 0.0706 - accuracy: 0.9733
40/40 [==============================] - 0s 10ms/step - loss: 0.0747 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0747 - accuracy: 0.9711 - val_loss: 0.0842 - val_accuracy: 0.9656
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.0321 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0534 - accuracy: 0.9896
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35/40 [=========================>....] - ETA: 0s - loss: 0.0711 - accuracy: 0.9705
40/40 [==============================] - 0s 10ms/step - loss: 0.0723 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0723 - accuracy: 0.9695 - val_loss: 0.0792 - val_accuracy: 0.9719
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.0078 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9740
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39/40 [============================>.] - ETA: 0s - loss: 0.0729 - accuracy: 0.9704
40/40 [==============================] - 0s 10ms/step - loss: 0.0720 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0720 - accuracy: 0.9711 - val_loss: 0.0867 - val_accuracy: 0.9688
Epoch 97/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0778 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.0669 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0669 - accuracy: 0.9742 - val_loss: 0.0829 - val_accuracy: 0.9688
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0896 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0707 - accuracy: 0.9598
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29/40 [====================>.........] - ETA: 0s - loss: 0.0683 - accuracy: 0.9720
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40/40 [==============================] - 0s 10ms/step - loss: 0.0675 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0675 - accuracy: 0.9719 - val_loss: 0.1006 - val_accuracy: 0.9594
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1300 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0603 - accuracy: 0.9688
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29/40 [====================>.........] - ETA: 0s - loss: 0.0842 - accuracy: 0.9666
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40/40 [==============================] - 0s 10ms/step - loss: 0.0774 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0774 - accuracy: 0.9695 - val_loss: 0.0838 - val_accuracy: 0.9750
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.2147 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1190 - accuracy: 0.9583
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40/40 [==============================] - 0s 10ms/step - loss: 0.0748 - accuracy: 0.9734
40/40 [==============================] - 1s 16ms/step - loss: 0.0748 - accuracy: 0.9734 - val_loss: 0.0861 - val_accuracy: 0.96882022-11-21 20:22:16.715732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.982
Epoch 1/1002022-11-21 20:22:17.012510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 9s - loss: 27.1885 - accuracy: 0.2188
4/40 [==>...........................] - ETA: 0s - loss: 23.3833 - accuracy: 0.2891
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13/40 [========>.....................] - ETA: 0s - loss: 19.3848 - accuracy: 0.2139
19/40 [=============>................] - ETA: 0s - loss: 16.7971 - accuracy: 0.1990
25/40 [=================>............] - ETA: 0s - loss: 16.0955 - accuracy: 0.1912
31/40 [======================>.......] - ETA: 0s - loss: 14.8566 - accuracy: 0.1764
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40/40 [==============================] - 1s 10ms/step - loss: 13.2383 - accuracy: 0.18132022-11-21 20:22:17.588803: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 13.2383 - accuracy: 0.1813 - val_loss: 5.6623 - val_accuracy: 0.2125
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 6.2475 - accuracy: 0.1562
6/40 [===>..........................] - ETA: 0s - loss: 4.9240 - accuracy: 0.2604
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17/40 [===========>..................] - ETA: 0s - loss: 3.5404 - accuracy: 0.2757
22/40 [===============>..............] - ETA: 0s - loss: 3.1870 - accuracy: 0.2926
28/40 [====================>.........] - ETA: 0s - loss: 2.9167 - accuracy: 0.2958
34/40 [========================>.....] - ETA: 0s - loss: 2.6519 - accuracy: 0.3208
40/40 [==============================] - 0s 9ms/step - loss: 2.4301 - accuracy: 0.3539
40/40 [==============================] - 1s 14ms/step - loss: 2.4301 - accuracy: 0.3539 - val_loss: 0.9819 - val_accuracy: 0.5500
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 0.8475 - accuracy: 0.6875
6/40 [===>..........................] - ETA: 0s - loss: 1.0160 - accuracy: 0.5469
12/40 [========>.....................] - ETA: 0s - loss: 0.8958 - accuracy: 0.6198
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30/40 [=====================>........] - ETA: 0s - loss: 0.7971 - accuracy: 0.6948
36/40 [==========================>...] - ETA: 0s - loss: 0.7820 - accuracy: 0.7031
40/40 [==============================] - 0s 10ms/step - loss: 0.7759 - accuracy: 0.7063
40/40 [==============================] - 1s 15ms/step - loss: 0.7759 - accuracy: 0.7063 - val_loss: 0.6546 - val_accuracy: 0.8063
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 0.6166 - accuracy: 0.8438
6/40 [===>..........................] - ETA: 0s - loss: 0.5834 - accuracy: 0.8281
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18/40 [============>.................] - ETA: 0s - loss: 0.6189 - accuracy: 0.8142
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29/40 [====================>.........] - ETA: 0s - loss: 0.6220 - accuracy: 0.8017
35/40 [=========================>....] - ETA: 0s - loss: 0.6029 - accuracy: 0.8080
40/40 [==============================] - 0s 9ms/step - loss: 0.5954 - accuracy: 0.8156
40/40 [==============================] - 1s 15ms/step - loss: 0.5954 - accuracy: 0.8156 - val_loss: 0.5536 - val_accuracy: 0.8281
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 0.5278 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.5589 - accuracy: 0.8542
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30/40 [=====================>........] - ETA: 0s - loss: 0.4981 - accuracy: 0.8490
36/40 [==========================>...] - ETA: 0s - loss: 0.5041 - accuracy: 0.8472
40/40 [==============================] - 0s 10ms/step - loss: 0.5013 - accuracy: 0.8492
40/40 [==============================] - 1s 15ms/step - loss: 0.5013 - accuracy: 0.8492 - val_loss: 0.5150 - val_accuracy: 0.8406
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 0.3295 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.5680 - accuracy: 0.8438
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30/40 [=====================>........] - ETA: 0s - loss: 0.4688 - accuracy: 0.8625
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40/40 [==============================] - 0s 10ms/step - loss: 0.4611 - accuracy: 0.8664
40/40 [==============================] - 1s 15ms/step - loss: 0.4611 - accuracy: 0.8664 - val_loss: 0.4171 - val_accuracy: 0.9000
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 0.3223 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.4117 - accuracy: 0.9063
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40/40 [==============================] - 0s 9ms/step - loss: 0.3874 - accuracy: 0.9016
40/40 [==============================] - 1s 14ms/step - loss: 0.3874 - accuracy: 0.9016 - val_loss: 0.3710 - val_accuracy: 0.9156
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 0.3879 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.3333 - accuracy: 0.9323
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30/40 [=====================>........] - ETA: 0s - loss: 0.3456 - accuracy: 0.9229
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40/40 [==============================] - 0s 9ms/step - loss: 0.3419 - accuracy: 0.9258
40/40 [==============================] - 1s 15ms/step - loss: 0.3419 - accuracy: 0.9258 - val_loss: 0.3397 - val_accuracy: 0.9094
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 0.2020 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.3008 - accuracy: 0.9271
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35/40 [=========================>....] - ETA: 0s - loss: 0.3102 - accuracy: 0.9277
40/40 [==============================] - 0s 10ms/step - loss: 0.3090 - accuracy: 0.9281
40/40 [==============================] - 1s 15ms/step - loss: 0.3090 - accuracy: 0.9281 - val_loss: 0.3009 - val_accuracy: 0.9313
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 0.2621 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2818 - accuracy: 0.9375
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30/40 [=====================>........] - ETA: 0s - loss: 0.2860 - accuracy: 0.9375
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40/40 [==============================] - 0s 10ms/step - loss: 0.2835 - accuracy: 0.9383
40/40 [==============================] - 1s 15ms/step - loss: 0.2835 - accuracy: 0.9383 - val_loss: 0.2741 - val_accuracy: 0.9406
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 0.2159 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2233 - accuracy: 0.9509
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30/40 [=====================>........] - ETA: 0s - loss: 0.2605 - accuracy: 0.9500
36/40 [==========================>...] - ETA: 0s - loss: 0.2611 - accuracy: 0.9505
40/40 [==============================] - 0s 9ms/step - loss: 0.2619 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.2619 - accuracy: 0.9461 - val_loss: 0.2687 - val_accuracy: 0.9250
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 0.3683 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.2581 - accuracy: 0.9375
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35/40 [=========================>....] - ETA: 0s - loss: 0.2447 - accuracy: 0.9482
40/40 [==============================] - 0s 10ms/step - loss: 0.2378 - accuracy: 0.9516
40/40 [==============================] - 1s 15ms/step - loss: 0.2378 - accuracy: 0.9516 - val_loss: 0.2736 - val_accuracy: 0.9156
Epoch 13/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2354 - accuracy: 0.9464
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29/40 [====================>.........] - ETA: 0s - loss: 0.2321 - accuracy: 0.9429
34/40 [========================>.....] - ETA: 0s - loss: 0.2292 - accuracy: 0.9449
40/40 [==============================] - 0s 10ms/step - loss: 0.2277 - accuracy: 0.9477
40/40 [==============================] - 1s 15ms/step - loss: 0.2277 - accuracy: 0.9477 - val_loss: 0.2367 - val_accuracy: 0.9344
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 0.1765 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.2277 - accuracy: 0.9375
13/40 [========>.....................] - ETA: 0s - loss: 0.2219 - accuracy: 0.9471
19/40 [=============>................] - ETA: 0s - loss: 0.2187 - accuracy: 0.9572
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31/40 [======================>.......] - ETA: 0s - loss: 0.2148 - accuracy: 0.9607
37/40 [==========================>...] - ETA: 0s - loss: 0.2130 - accuracy: 0.9586
40/40 [==============================] - 0s 9ms/step - loss: 0.2101 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.2101 - accuracy: 0.9586 - val_loss: 0.2120 - val_accuracy: 0.9563
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.1416 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.2200 - accuracy: 0.9479
12/40 [========>.....................] - ETA: 0s - loss: 0.1928 - accuracy: 0.9635
18/40 [============>.................] - ETA: 0s - loss: 0.1905 - accuracy: 0.9635
24/40 [=================>............] - ETA: 0s - loss: 0.1891 - accuracy: 0.9622
30/40 [=====================>........] - ETA: 0s - loss: 0.1930 - accuracy: 0.9615
36/40 [==========================>...] - ETA: 0s - loss: 0.1958 - accuracy: 0.9601
40/40 [==============================] - 0s 10ms/step - loss: 0.1934 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1934 - accuracy: 0.9594 - val_loss: 0.2027 - val_accuracy: 0.9438
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.2501 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.2261 - accuracy: 0.9427
12/40 [========>.....................] - ETA: 0s - loss: 0.1906 - accuracy: 0.9583
18/40 [============>.................] - ETA: 0s - loss: 0.2050 - accuracy: 0.9531
24/40 [=================>............] - ETA: 0s - loss: 0.1897 - accuracy: 0.9596
30/40 [=====================>........] - ETA: 0s - loss: 0.1920 - accuracy: 0.9573
36/40 [==========================>...] - ETA: 0s - loss: 0.1861 - accuracy: 0.9583
40/40 [==============================] - 0s 9ms/step - loss: 0.1822 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1822 - accuracy: 0.9594 - val_loss: 0.1834 - val_accuracy: 0.9625
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 0.1724 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.1677 - accuracy: 0.9583
12/40 [========>.....................] - ETA: 0s - loss: 0.1781 - accuracy: 0.9557
18/40 [============>.................] - ETA: 0s - loss: 0.1647 - accuracy: 0.9653
24/40 [=================>............] - ETA: 0s - loss: 0.1666 - accuracy: 0.9635
30/40 [=====================>........] - ETA: 0s - loss: 0.1616 - accuracy: 0.9625
35/40 [=========================>....] - ETA: 0s - loss: 0.1552 - accuracy: 0.9661
40/40 [==============================] - 0s 10ms/step - loss: 0.1603 - accuracy: 0.9641
40/40 [==============================] - 1s 15ms/step - loss: 0.1603 - accuracy: 0.9641 - val_loss: 0.1565 - val_accuracy: 0.9781
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.1390 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1617 - accuracy: 0.9509
12/40 [========>.....................] - ETA: 0s - loss: 0.1613 - accuracy: 0.9505
18/40 [============>.................] - ETA: 0s - loss: 0.1561 - accuracy: 0.9583
24/40 [=================>............] - ETA: 0s - loss: 0.1476 - accuracy: 0.9635
30/40 [=====================>........] - ETA: 0s - loss: 0.1429 - accuracy: 0.9667
36/40 [==========================>...] - ETA: 0s - loss: 0.1481 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.1472 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1472 - accuracy: 0.9664 - val_loss: 0.1483 - val_accuracy: 0.9750
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.1008 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1357 - accuracy: 0.9821
12/40 [========>.....................] - ETA: 0s - loss: 0.1490 - accuracy: 0.9714
18/40 [============>.................] - ETA: 0s - loss: 0.1544 - accuracy: 0.9601
24/40 [=================>............] - ETA: 0s - loss: 0.1468 - accuracy: 0.9622
30/40 [=====================>........] - ETA: 0s - loss: 0.1409 - accuracy: 0.9656
36/40 [==========================>...] - ETA: 0s - loss: 0.1412 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1406 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.1406 - accuracy: 0.9688 - val_loss: 0.1397 - val_accuracy: 0.9750
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.0679 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.1148 - accuracy: 0.9844
12/40 [========>.....................] - ETA: 0s - loss: 0.1154 - accuracy: 0.9870
18/40 [============>.................] - ETA: 0s - loss: 0.1334 - accuracy: 0.9774
24/40 [=================>............] - ETA: 0s - loss: 0.1351 - accuracy: 0.9753
30/40 [=====================>........] - ETA: 0s - loss: 0.1376 - accuracy: 0.9698
36/40 [==========================>...] - ETA: 0s - loss: 0.1417 - accuracy: 0.9688
40/40 [==============================] - 0s 9ms/step - loss: 0.1393 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.1393 - accuracy: 0.9695 - val_loss: 0.1442 - val_accuracy: 0.9625
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.1005 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1223 - accuracy: 0.9688
19/40 [=============>................] - ETA: 0s - loss: 0.1334 - accuracy: 0.9638
25/40 [=================>............] - ETA: 0s - loss: 0.1299 - accuracy: 0.9688
31/40 [======================>.......] - ETA: 0s - loss: 0.1306 - accuracy: 0.9667
37/40 [==========================>...] - ETA: 0s - loss: 0.1264 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1296 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1296 - accuracy: 0.9672 - val_loss: 0.1387 - val_accuracy: 0.9625
Epoch 22/100
1/40 [..............................] - ETA: 0s - loss: 0.0778 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1297 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1353 - accuracy: 0.9567
19/40 [=============>................] - ETA: 0s - loss: 0.1274 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1282 - accuracy: 0.9638
31/40 [======================>.......] - ETA: 0s - loss: 0.1308 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.1299 - accuracy: 0.9679
40/40 [==============================] - 0s 9ms/step - loss: 0.1265 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.1265 - accuracy: 0.9680 - val_loss: 0.1246 - val_accuracy: 0.9688
Epoch 23/100
1/40 [..............................] - ETA: 0s - loss: 0.0668 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1344 - accuracy: 0.9688
12/40 [========>.....................] - ETA: 0s - loss: 0.1319 - accuracy: 0.9583
17/40 [===========>..................] - ETA: 0s - loss: 0.1245 - accuracy: 0.9632
23/40 [================>.............] - ETA: 0s - loss: 0.1208 - accuracy: 0.9660
29/40 [====================>.........] - ETA: 0s - loss: 0.1199 - accuracy: 0.9666
35/40 [=========================>....] - ETA: 0s - loss: 0.1238 - accuracy: 0.9634
40/40 [==============================] - 0s 9ms/step - loss: 0.1190 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1190 - accuracy: 0.9656 - val_loss: 0.1199 - val_accuracy: 0.9750
Epoch 24/100
1/40 [..............................] - ETA: 0s - loss: 0.0959 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0828 - accuracy: 0.9792
12/40 [========>.....................] - ETA: 0s - loss: 0.1121 - accuracy: 0.9688
19/40 [=============>................] - ETA: 0s - loss: 0.1192 - accuracy: 0.9655
25/40 [=================>............] - ETA: 0s - loss: 0.1224 - accuracy: 0.9663
31/40 [======================>.......] - ETA: 0s - loss: 0.1227 - accuracy: 0.9677
37/40 [==========================>...] - ETA: 0s - loss: 0.1240 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1232 - accuracy: 0.9664
40/40 [==============================] - 1s 14ms/step - loss: 0.1232 - accuracy: 0.9664 - val_loss: 0.1170 - val_accuracy: 0.9719
Epoch 25/100
1/40 [..............................] - ETA: 0s - loss: 0.0443 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0960 - accuracy: 0.9777
13/40 [========>.....................] - ETA: 0s - loss: 0.1126 - accuracy: 0.9760
19/40 [=============>................] - ETA: 0s - loss: 0.1055 - accuracy: 0.9803
25/40 [=================>............] - ETA: 0s - loss: 0.1107 - accuracy: 0.9762
31/40 [======================>.......] - ETA: 0s - loss: 0.1190 - accuracy: 0.9718
37/40 [==========================>...] - ETA: 0s - loss: 0.1195 - accuracy: 0.9713
40/40 [==============================] - 0s 9ms/step - loss: 0.1204 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.1204 - accuracy: 0.9711 - val_loss: 0.1179 - val_accuracy: 0.9688
Epoch 26/100
1/40 [..............................] - ETA: 0s - loss: 0.0802 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9777
13/40 [========>.....................] - ETA: 0s - loss: 0.1139 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.1152 - accuracy: 0.9704
25/40 [=================>............] - ETA: 0s - loss: 0.1136 - accuracy: 0.9712
31/40 [======================>.......] - ETA: 0s - loss: 0.1117 - accuracy: 0.9718
37/40 [==========================>...] - ETA: 0s - loss: 0.1098 - accuracy: 0.9730
40/40 [==============================] - 0s 9ms/step - loss: 0.1103 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.1103 - accuracy: 0.9719 - val_loss: 0.1109 - val_accuracy: 0.9688
Epoch 27/100
1/40 [..............................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9688
6/40 [===>..........................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9792
12/40 [========>.....................] - ETA: 0s - loss: 0.0950 - accuracy: 0.9792
18/40 [============>.................] - ETA: 0s - loss: 0.1161 - accuracy: 0.9670
24/40 [=================>............] - ETA: 0s - loss: 0.1251 - accuracy: 0.9635
30/40 [=====================>........] - ETA: 0s - loss: 0.1184 - accuracy: 0.9656
36/40 [==========================>...] - ETA: 0s - loss: 0.1138 - accuracy: 0.9661
40/40 [==============================] - 0s 9ms/step - loss: 0.1116 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.1116 - accuracy: 0.9664 - val_loss: 0.1079 - val_accuracy: 0.9781
Epoch 28/100
1/40 [..............................] - ETA: 0s - loss: 0.0983 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1194 - accuracy: 0.9688
13/40 [========>.....................] - ETA: 0s - loss: 0.1090 - accuracy: 0.9663
19/40 [=============>................] - ETA: 0s - loss: 0.1168 - accuracy: 0.9622
25/40 [=================>............] - ETA: 0s - loss: 0.1161 - accuracy: 0.9587
31/40 [======================>.......] - ETA: 0s - loss: 0.1090 - accuracy: 0.9637
37/40 [==========================>...] - ETA: 0s - loss: 0.1089 - accuracy: 0.9637
40/40 [==============================] - 0s 10ms/step - loss: 0.1059 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1059 - accuracy: 0.9648 - val_loss: 0.1133 - val_accuracy: 0.9719
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.1630 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.1035 - accuracy: 0.9792
12/40 [========>.....................] - ETA: 0s - loss: 0.1213 - accuracy: 0.9714
18/40 [============>.................] - ETA: 0s - loss: 0.1100 - accuracy: 0.9740
24/40 [=================>............] - ETA: 0s - loss: 0.1126 - accuracy: 0.9688
30/40 [=====================>........] - ETA: 0s - loss: 0.1089 - accuracy: 0.9708
36/40 [==========================>...] - ETA: 0s - loss: 0.1098 - accuracy: 0.9714
40/40 [==============================] - 0s 9ms/step - loss: 0.1064 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.1064 - accuracy: 0.9727 - val_loss: 0.1171 - val_accuracy: 0.9656
Epoch 30/100
1/40 [..............................] - ETA: 0s - loss: 0.0597 - accuracy: 1.0000
5/40 [==>...........................] - ETA: 0s - loss: 0.0865 - accuracy: 0.9875
10/40 [======>.......................] - ETA: 0s - loss: 0.1014 - accuracy: 0.9688
16/40 [===========>..................] - ETA: 0s - loss: 0.1047 - accuracy: 0.9707
22/40 [===============>..............] - ETA: 0s - loss: 0.1013 - accuracy: 0.9744
28/40 [====================>.........] - ETA: 0s - loss: 0.0985 - accuracy: 0.9766
34/40 [========================>.....] - ETA: 0s - loss: 0.0982 - accuracy: 0.9752
40/40 [==============================] - 0s 10ms/step - loss: 0.0999 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0999 - accuracy: 0.9758 - val_loss: 0.1134 - val_accuracy: 0.9656
Epoch 31/100
1/40 [..............................] - ETA: 0s - loss: 0.1738 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.1185 - accuracy: 0.9598
13/40 [========>.....................] - ETA: 0s - loss: 0.1201 - accuracy: 0.9663
19/40 [=============>................] - ETA: 0s - loss: 0.1111 - accuracy: 0.9671
25/40 [=================>............] - ETA: 0s - loss: 0.1068 - accuracy: 0.9688
31/40 [======================>.......] - ETA: 0s - loss: 0.1052 - accuracy: 0.9728
37/40 [==========================>...] - ETA: 0s - loss: 0.1024 - accuracy: 0.9738
40/40 [==============================] - 0s 9ms/step - loss: 0.0990 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0990 - accuracy: 0.9758 - val_loss: 0.1018 - val_accuracy: 0.9719
Epoch 32/100
1/40 [..............................] - ETA: 0s - loss: 0.0322 - accuracy: 1.0000
6/40 [===>..........................] - ETA: 0s - loss: 0.0610 - accuracy: 0.9844
12/40 [========>.....................] - ETA: 0s - loss: 0.0887 - accuracy: 0.9688
18/40 [============>.................] - ETA: 0s - loss: 0.0903 - accuracy: 0.9705
24/40 [=================>............] - ETA: 0s - loss: 0.1050 - accuracy: 0.9688
30/40 [=====================>........] - ETA: 0s - loss: 0.1067 - accuracy: 0.9677
36/40 [==========================>...] - ETA: 0s - loss: 0.1076 - accuracy: 0.9653
40/40 [==============================] - 0s 9ms/step - loss: 0.1060 - accuracy: 0.9648
40/40 [==============================] - 1s 14ms/step - loss: 0.1060 - accuracy: 0.9648 - val_loss: 0.1134 - val_accuracy: 0.9594
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.0387 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0724 - accuracy: 0.9866
13/40 [========>.....................] - ETA: 0s - loss: 0.0769 - accuracy: 0.9784
19/40 [=============>................] - ETA: 0s - loss: 0.0857 - accuracy: 0.9770
25/40 [=================>............] - ETA: 0s - loss: 0.0877 - accuracy: 0.9750
31/40 [======================>.......] - ETA: 0s - loss: 0.0903 - accuracy: 0.9748
37/40 [==========================>...] - ETA: 0s - loss: 0.0967 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0955 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0955 - accuracy: 0.9727 - val_loss: 0.1006 - val_accuracy: 0.9750
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.1019 - accuracy: 0.9375
6/40 [===>..........................] - ETA: 0s - loss: 0.0844 - accuracy: 0.9688
12/40 [========>.....................] - ETA: 0s - loss: 0.0855 - accuracy: 0.9740
18/40 [============>.................] - ETA: 0s - loss: 0.0955 - accuracy: 0.9688
24/40 [=================>............] - ETA: 0s - loss: 0.0912 - accuracy: 0.9740
30/40 [=====================>........] - ETA: 0s - loss: 0.0940 - accuracy: 0.9729
36/40 [==========================>...] - ETA: 0s - loss: 0.0949 - accuracy: 0.9705
40/40 [==============================] - 0s 9ms/step - loss: 0.0971 - accuracy: 0.9703
40/40 [==============================] - 1s 14ms/step - loss: 0.0971 - accuracy: 0.9703 - val_loss: 0.1108 - val_accuracy: 0.9594
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.0955 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0824 - accuracy: 0.9821
13/40 [========>.....................] - ETA: 0s - loss: 0.0901 - accuracy: 0.9736
19/40 [=============>................] - ETA: 0s - loss: 0.0901 - accuracy: 0.9704
25/40 [=================>............] - ETA: 0s - loss: 0.0906 - accuracy: 0.9750
31/40 [======================>.......] - ETA: 0s - loss: 0.0895 - accuracy: 0.9768
37/40 [==========================>...] - ETA: 0s - loss: 0.0919 - accuracy: 0.9747
40/40 [==============================] - 0s 9ms/step - loss: 0.0928 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0928 - accuracy: 0.9734 - val_loss: 0.1020 - val_accuracy: 0.9688
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.0617 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0754 - accuracy: 0.9777
13/40 [========>.....................] - ETA: 0s - loss: 0.0721 - accuracy: 0.9832
19/40 [=============>................] - ETA: 0s - loss: 0.0836 - accuracy: 0.9803
25/40 [=================>............] - ETA: 0s - loss: 0.0856 - accuracy: 0.9812
31/40 [======================>.......] - ETA: 0s - loss: 0.0853 - accuracy: 0.9819
37/40 [==========================>...] - ETA: 0s - loss: 0.0864 - accuracy: 0.9797
40/40 [==============================] - 0s 9ms/step - loss: 0.0897 - accuracy: 0.9773
40/40 [==============================] - 1s 15ms/step - loss: 0.0897 - accuracy: 0.9773 - val_loss: 0.1043 - val_accuracy: 0.9625
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.1215 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0893 - accuracy: 0.9821
13/40 [========>.....................] - ETA: 0s - loss: 0.0822 - accuracy: 0.9808
19/40 [=============>................] - ETA: 0s - loss: 0.0831 - accuracy: 0.9770
25/40 [=================>............] - ETA: 0s - loss: 0.0824 - accuracy: 0.9787
31/40 [======================>.......] - ETA: 0s - loss: 0.0870 - accuracy: 0.9748
37/40 [==========================>...] - ETA: 0s - loss: 0.0840 - accuracy: 0.9772
40/40 [==============================] - 0s 9ms/step - loss: 0.0878 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0878 - accuracy: 0.9758 - val_loss: 0.1020 - val_accuracy: 0.9688
Epoch 38/100
1/40 [..............................] - ETA: 0s - loss: 0.0581 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0927 - accuracy: 0.9732
13/40 [========>.....................] - ETA: 0s - loss: 0.0872 - accuracy: 0.9760
19/40 [=============>................] - ETA: 0s - loss: 0.1027 - accuracy: 0.9704
25/40 [=================>............] - ETA: 0s - loss: 0.0963 - accuracy: 0.9737
31/40 [======================>.......] - ETA: 0s - loss: 0.0934 - accuracy: 0.9728
37/40 [==========================>...] - ETA: 0s - loss: 0.0946 - accuracy: 0.9721
40/40 [==============================] - 0s 9ms/step - loss: 0.0959 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0959 - accuracy: 0.9711 - val_loss: 0.1009 - val_accuracy: 0.9656
Epoch 39/100
1/40 [..............................] - ETA: 0s - loss: 0.2750 - accuracy: 0.9062
6/40 [===>..........................] - ETA: 0s - loss: 0.1031 - accuracy: 0.9635
12/40 [========>.....................] - ETA: 0s - loss: 0.1066 - accuracy: 0.9609
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24/40 [=================>............] - ETA: 0s - loss: 0.0981 - accuracy: 0.9661
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40/40 [==============================] - 0s 9ms/step - loss: 0.0866 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0866 - accuracy: 0.9727 - val_loss: 0.0952 - val_accuracy: 0.9688
Epoch 40/100
1/40 [..............................] - ETA: 0s - loss: 0.0615 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0784 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0886 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0886 - accuracy: 0.9758 - val_loss: 0.0907 - val_accuracy: 0.9750
Epoch 41/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0848 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0848 - accuracy: 0.9758 - val_loss: 0.0962 - val_accuracy: 0.9656
Epoch 42/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0817 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0817 - accuracy: 0.9766 - val_loss: 0.0953 - val_accuracy: 0.9688
Epoch 43/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0826 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0826 - accuracy: 0.9719 - val_loss: 0.0846 - val_accuracy: 0.9750
Epoch 44/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0842 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0842 - accuracy: 0.9719 - val_loss: 0.0949 - val_accuracy: 0.9688
Epoch 45/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0814 - accuracy: 0.9758
40/40 [==============================] - 1s 14ms/step - loss: 0.0814 - accuracy: 0.9758 - val_loss: 0.0844 - val_accuracy: 0.9750
Epoch 46/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0792 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0792 - accuracy: 0.9750 - val_loss: 0.1003 - val_accuracy: 0.9594
Epoch 47/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0843 - accuracy: 0.9680
40/40 [==============================] - 1s 15ms/step - loss: 0.0843 - accuracy: 0.9680 - val_loss: 0.1015 - val_accuracy: 0.9656
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0783 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0783 - accuracy: 0.9758 - val_loss: 0.1037 - val_accuracy: 0.9688
Epoch 49/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0908 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.0908 - accuracy: 0.9648 - val_loss: 0.0873 - val_accuracy: 0.9719
Epoch 50/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0818 - accuracy: 0.9727
40/40 [==============================] - 1s 14ms/step - loss: 0.0818 - accuracy: 0.9727 - val_loss: 0.1376 - val_accuracy: 0.9563
Epoch 51/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0840 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0840 - accuracy: 0.9742 - val_loss: 0.0811 - val_accuracy: 0.9688
Epoch 52/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0794 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0794 - accuracy: 0.9750 - val_loss: 0.0786 - val_accuracy: 0.9781
Epoch 53/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0768 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0768 - accuracy: 0.9750 - val_loss: 0.0960 - val_accuracy: 0.9594
Epoch 54/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0750 - accuracy: 0.9766
40/40 [==============================] - 1s 15ms/step - loss: 0.0750 - accuracy: 0.9766 - val_loss: 0.0917 - val_accuracy: 0.9656
Epoch 55/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0788 - accuracy: 0.9750
40/40 [==============================] - 1s 14ms/step - loss: 0.0788 - accuracy: 0.9750 - val_loss: 0.1013 - val_accuracy: 0.9625
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0730 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0814 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0814 - accuracy: 0.9734 - val_loss: 0.0906 - val_accuracy: 0.9625
Epoch 57/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9732
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40/40 [==============================] - 0s 10ms/step - loss: 0.0770 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0770 - accuracy: 0.9758 - val_loss: 0.0824 - val_accuracy: 0.9719
Epoch 58/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0781 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0781 - accuracy: 0.9734 - val_loss: 0.0810 - val_accuracy: 0.9688
Epoch 59/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0766 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0766 - accuracy: 0.9742 - val_loss: 0.0832 - val_accuracy: 0.9719
Epoch 60/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0704 - accuracy: 0.9805
40/40 [==============================] - 1s 15ms/step - loss: 0.0704 - accuracy: 0.9805 - val_loss: 0.0889 - val_accuracy: 0.9750
Epoch 61/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0752 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0752 - accuracy: 0.9719 - val_loss: 0.0907 - val_accuracy: 0.9656
Epoch 62/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0884 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0801 - accuracy: 0.9688
40/40 [==============================] - 1s 15ms/step - loss: 0.0801 - accuracy: 0.9688 - val_loss: 0.1025 - val_accuracy: 0.9656
Epoch 63/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0777 - accuracy: 0.9732
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40/40 [==============================] - 0s 9ms/step - loss: 0.0711 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0711 - accuracy: 0.9758 - val_loss: 0.0926 - val_accuracy: 0.9719
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.0242 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0700 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0760 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0760 - accuracy: 0.9719 - val_loss: 0.0958 - val_accuracy: 0.9594
Epoch 65/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0727 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0727 - accuracy: 0.9750 - val_loss: 0.0774 - val_accuracy: 0.9688
Epoch 66/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0672 - accuracy: 0.9797
40/40 [==============================] - 1s 14ms/step - loss: 0.0672 - accuracy: 0.9797 - val_loss: 0.0942 - val_accuracy: 0.9594
Epoch 67/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0714 - accuracy: 0.9781
40/40 [==============================] - 1s 15ms/step - loss: 0.0714 - accuracy: 0.9781 - val_loss: 0.0994 - val_accuracy: 0.9625
Epoch 68/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0725 - accuracy: 0.9734
40/40 [==============================] - 1s 15ms/step - loss: 0.0725 - accuracy: 0.9734 - val_loss: 0.0873 - val_accuracy: 0.9719
Epoch 69/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0750 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0750 - accuracy: 0.9742 - val_loss: 0.0930 - val_accuracy: 0.9656
Epoch 70/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0668 - accuracy: 0.9781
40/40 [==============================] - 1s 15ms/step - loss: 0.0668 - accuracy: 0.9781 - val_loss: 0.1136 - val_accuracy: 0.9594
Epoch 71/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0874 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.0754 - accuracy: 0.9688
40/40 [==============================] - 1s 14ms/step - loss: 0.0754 - accuracy: 0.9688 - val_loss: 0.0799 - val_accuracy: 0.9750
Epoch 72/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0821 - accuracy: 0.9719
40/40 [==============================] - 1s 14ms/step - loss: 0.0821 - accuracy: 0.9719 - val_loss: 0.1186 - val_accuracy: 0.9469
Epoch 73/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0822 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0822 - accuracy: 0.9719 - val_loss: 0.0695 - val_accuracy: 0.9688
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0657 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0657 - accuracy: 0.9758 - val_loss: 0.0811 - val_accuracy: 0.9594
Epoch 75/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0869 - accuracy: 0.9664
40/40 [==============================] - 1s 15ms/step - loss: 0.0869 - accuracy: 0.9664 - val_loss: 0.0732 - val_accuracy: 0.9688
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0645 - accuracy: 0.9797
40/40 [==============================] - 1s 14ms/step - loss: 0.0645 - accuracy: 0.9797 - val_loss: 0.0751 - val_accuracy: 0.9719
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0634 - accuracy: 0.9797
40/40 [==============================] - 1s 14ms/step - loss: 0.0634 - accuracy: 0.9797 - val_loss: 0.0750 - val_accuracy: 0.9750
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0677 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0677 - accuracy: 0.9750 - val_loss: 0.0744 - val_accuracy: 0.9688
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0754 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0754 - accuracy: 0.9742 - val_loss: 0.0962 - val_accuracy: 0.9469
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0605 - accuracy: 0.9777
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40/40 [==============================] - 0s 10ms/step - loss: 0.0682 - accuracy: 0.9750
40/40 [==============================] - 1s 15ms/step - loss: 0.0682 - accuracy: 0.9750 - val_loss: 0.0725 - val_accuracy: 0.9719
Epoch 81/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0711 - accuracy: 0.9732
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36/40 [==========================>...] - ETA: 0s - loss: 0.0700 - accuracy: 0.9731
40/40 [==============================] - 0s 10ms/step - loss: 0.0661 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0661 - accuracy: 0.9742 - val_loss: 0.0891 - val_accuracy: 0.9688
Epoch 82/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0837 - accuracy: 0.9792
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40/40 [==============================] - 0s 9ms/step - loss: 0.0743 - accuracy: 0.9750
40/40 [==============================] - 1s 14ms/step - loss: 0.0743 - accuracy: 0.9750 - val_loss: 0.0687 - val_accuracy: 0.9781
Epoch 83/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0694 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0694 - accuracy: 0.9758 - val_loss: 0.0778 - val_accuracy: 0.9719
Epoch 84/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0451 - accuracy: 0.9896
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40/40 [==============================] - 0s 10ms/step - loss: 0.0696 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0696 - accuracy: 0.9742 - val_loss: 0.0926 - val_accuracy: 0.9750
Epoch 85/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0713 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0713 - accuracy: 0.9719 - val_loss: 0.0796 - val_accuracy: 0.9625
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0687 - accuracy: 0.9742
40/40 [==============================] - 1s 15ms/step - loss: 0.0687 - accuracy: 0.9742 - val_loss: 0.0741 - val_accuracy: 0.9625
Epoch 87/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0644 - accuracy: 0.9773
40/40 [==============================] - 1s 14ms/step - loss: 0.0644 - accuracy: 0.9773 - val_loss: 0.0706 - val_accuracy: 0.9688
Epoch 88/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0546 - accuracy: 0.9821
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40/40 [==============================] - 0s 9ms/step - loss: 0.0639 - accuracy: 0.9781
40/40 [==============================] - 1s 14ms/step - loss: 0.0639 - accuracy: 0.9781 - val_loss: 0.0705 - val_accuracy: 0.9719
Epoch 89/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0667 - accuracy: 0.9773
40/40 [==============================] - 1s 15ms/step - loss: 0.0667 - accuracy: 0.9773 - val_loss: 0.0800 - val_accuracy: 0.9719
Epoch 90/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0525 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.0751 - accuracy: 0.9727
40/40 [==============================] - 1s 15ms/step - loss: 0.0751 - accuracy: 0.9727 - val_loss: 0.0836 - val_accuracy: 0.9688
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1075 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.0730 - accuracy: 0.9766
40/40 [==============================] - 1s 14ms/step - loss: 0.0730 - accuracy: 0.9766 - val_loss: 0.0978 - val_accuracy: 0.9625
Epoch 92/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0728 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0728 - accuracy: 0.9758 - val_loss: 0.1105 - val_accuracy: 0.9531
Epoch 93/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0782 - accuracy: 0.9695
40/40 [==============================] - 1s 14ms/step - loss: 0.0782 - accuracy: 0.9695 - val_loss: 0.0819 - val_accuracy: 0.9719
Epoch 94/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0725 - accuracy: 0.9719
40/40 [==============================] - 1s 15ms/step - loss: 0.0725 - accuracy: 0.9719 - val_loss: 0.0769 - val_accuracy: 0.9656
Epoch 95/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0715 - accuracy: 0.9711
40/40 [==============================] - 1s 20ms/step - loss: 0.0715 - accuracy: 0.9711 - val_loss: 0.1006 - val_accuracy: 0.9531
Epoch 96/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.0635 - accuracy: 0.9758
40/40 [==============================] - 1s 15ms/step - loss: 0.0635 - accuracy: 0.9758 - val_loss: 0.0849 - val_accuracy: 0.9688
Epoch 97/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0435 - accuracy: 0.9792
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40/40 [==============================] - 0s 9ms/step - loss: 0.0734 - accuracy: 0.9711
40/40 [==============================] - 1s 15ms/step - loss: 0.0734 - accuracy: 0.9711 - val_loss: 0.0776 - val_accuracy: 0.9719
Epoch 98/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1495 - accuracy: 0.9479
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40/40 [==============================] - 0s 9ms/step - loss: 0.0832 - accuracy: 0.9734
40/40 [==============================] - 1s 14ms/step - loss: 0.0832 - accuracy: 0.9734 - val_loss: 0.1012 - val_accuracy: 0.9656
Epoch 99/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.0853 - accuracy: 0.9695
40/40 [==============================] - 1s 15ms/step - loss: 0.0853 - accuracy: 0.9695 - val_loss: 0.0768 - val_accuracy: 0.9750
Epoch 100/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.0727 - accuracy: 0.9740
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40/40 [==============================] - 0s 9ms/step - loss: 0.0640 - accuracy: 0.9781
40/40 [==============================] - 1s 15ms/step - loss: 0.0640 - accuracy: 0.9781 - val_loss: 0.0817 - val_accuracy: 0.96562022-11-21 20:23:16.138169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 4ms/step
13/13 [==============================] - 0s 4ms/step
[1] 0.975
model.high <-create_model.n(11)Epoch 1/1002022-11-21 20:23:16.405091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
1/40 [..............................] - ETA: 8s - loss: 28.3117 - accuracy: 0.2188
5/40 [==>...........................] - ETA: 0s - loss: 26.1829 - accuracy: 0.2313
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34/40 [========================>.....] - ETA: 0s - loss: 21.5594 - accuracy: 0.1820
40/40 [==============================] - 1s 10ms/step - loss: 20.2556 - accuracy: 0.17582022-11-21 20:23:16.967162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
40/40 [==============================] - 1s 28ms/step - loss: 20.2556 - accuracy: 0.1758 - val_loss: 13.9437 - val_accuracy: 0.1437
Epoch 2/100
1/40 [..............................] - ETA: 0s - loss: 12.4062 - accuracy: 0.1250
7/40 [====>.........................] - ETA: 0s - loss: 13.0507 - accuracy: 0.1473
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20/40 [==============>...............] - ETA: 0s - loss: 11.6581 - accuracy: 0.1984
27/40 [===================>..........] - ETA: 0s - loss: 11.3561 - accuracy: 0.1806
34/40 [========================>.....] - ETA: 0s - loss: 10.6940 - accuracy: 0.1829
40/40 [==============================] - 0s 8ms/step - loss: 10.3114 - accuracy: 0.1781
40/40 [==============================] - 1s 13ms/step - loss: 10.3114 - accuracy: 0.1781 - val_loss: 7.0393 - val_accuracy: 0.1813
Epoch 3/100
1/40 [..............................] - ETA: 0s - loss: 6.8145 - accuracy: 0.1250
7/40 [====>.........................] - ETA: 0s - loss: 6.6493 - accuracy: 0.1786
13/40 [========>.....................] - ETA: 0s - loss: 5.6975 - accuracy: 0.2380
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31/40 [======================>.......] - ETA: 0s - loss: 5.0516 - accuracy: 0.2490
37/40 [==========================>...] - ETA: 0s - loss: 4.8941 - accuracy: 0.2542
40/40 [==============================] - 0s 9ms/step - loss: 4.8550 - accuracy: 0.2484
40/40 [==============================] - 1s 14ms/step - loss: 4.8550 - accuracy: 0.2484 - val_loss: 3.9575 - val_accuracy: 0.2469
Epoch 4/100
1/40 [..............................] - ETA: 0s - loss: 3.8470 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 3.4733 - accuracy: 0.2812
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31/40 [======================>.......] - ETA: 0s - loss: 3.1923 - accuracy: 0.2520
37/40 [==========================>...] - ETA: 0s - loss: 3.0696 - accuracy: 0.2390
40/40 [==============================] - 0s 9ms/step - loss: 3.0371 - accuracy: 0.2352
40/40 [==============================] - 1s 14ms/step - loss: 3.0371 - accuracy: 0.2352 - val_loss: 2.4887 - val_accuracy: 0.1844
Epoch 5/100
1/40 [..............................] - ETA: 0s - loss: 2.2659 - accuracy: 0.2188
7/40 [====>.........................] - ETA: 0s - loss: 2.2870 - accuracy: 0.1830
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18/40 [============>.................] - ETA: 0s - loss: 2.1284 - accuracy: 0.1771
24/40 [=================>............] - ETA: 0s - loss: 2.0257 - accuracy: 0.1628
30/40 [=====================>........] - ETA: 0s - loss: 1.9204 - accuracy: 0.1969
36/40 [==========================>...] - ETA: 0s - loss: 1.8279 - accuracy: 0.2387
40/40 [==============================] - 0s 10ms/step - loss: 1.7832 - accuracy: 0.2477
40/40 [==============================] - 1s 15ms/step - loss: 1.7832 - accuracy: 0.2477 - val_loss: 1.2784 - val_accuracy: 0.4156
Epoch 6/100
1/40 [..............................] - ETA: 0s - loss: 1.1866 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.2058 - accuracy: 0.4554
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31/40 [======================>.......] - ETA: 0s - loss: 1.1918 - accuracy: 0.4274
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40/40 [==============================] - 0s 9ms/step - loss: 1.1865 - accuracy: 0.4258
40/40 [==============================] - 1s 14ms/step - loss: 1.1865 - accuracy: 0.4258 - val_loss: 1.1666 - val_accuracy: 0.4375
Epoch 7/100
1/40 [..............................] - ETA: 0s - loss: 1.0985 - accuracy: 0.5312
7/40 [====>.........................] - ETA: 0s - loss: 1.0708 - accuracy: 0.5268
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31/40 [======================>.......] - ETA: 0s - loss: 1.1544 - accuracy: 0.4506
38/40 [===========================>..] - ETA: 0s - loss: 1.1512 - accuracy: 0.4465
40/40 [==============================] - 0s 9ms/step - loss: 1.1514 - accuracy: 0.4469
40/40 [==============================] - 1s 14ms/step - loss: 1.1514 - accuracy: 0.4469 - val_loss: 1.1464 - val_accuracy: 0.4344
Epoch 8/100
1/40 [..............................] - ETA: 0s - loss: 1.1753 - accuracy: 0.4062
7/40 [====>.........................] - ETA: 0s - loss: 1.1605 - accuracy: 0.4063
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30/40 [=====================>........] - ETA: 0s - loss: 1.1387 - accuracy: 0.4333
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40/40 [==============================] - 0s 9ms/step - loss: 1.1365 - accuracy: 0.4359
40/40 [==============================] - 1s 15ms/step - loss: 1.1365 - accuracy: 0.4359 - val_loss: 1.1210 - val_accuracy: 0.4500
Epoch 9/100
1/40 [..............................] - ETA: 0s - loss: 1.2628 - accuracy: 0.3125
7/40 [====>.........................] - ETA: 0s - loss: 1.1402 - accuracy: 0.4375
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30/40 [=====================>........] - ETA: 0s - loss: 1.1185 - accuracy: 0.4563
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40/40 [==============================] - 0s 9ms/step - loss: 1.1145 - accuracy: 0.4586
40/40 [==============================] - 1s 15ms/step - loss: 1.1145 - accuracy: 0.4586 - val_loss: 1.1061 - val_accuracy: 0.4563
Epoch 10/100
1/40 [..............................] - ETA: 0s - loss: 1.1022 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 1.0669 - accuracy: 0.4955
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31/40 [======================>.......] - ETA: 0s - loss: 1.1005 - accuracy: 0.4526
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40/40 [==============================] - 0s 9ms/step - loss: 1.0982 - accuracy: 0.4477
40/40 [==============================] - 1s 14ms/step - loss: 1.0982 - accuracy: 0.4477 - val_loss: 1.1077 - val_accuracy: 0.4250
Epoch 11/100
1/40 [..............................] - ETA: 0s - loss: 1.0321 - accuracy: 0.5625
7/40 [====>.........................] - ETA: 0s - loss: 1.0387 - accuracy: 0.4911
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31/40 [======================>.......] - ETA: 0s - loss: 1.0758 - accuracy: 0.4556
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40/40 [==============================] - 0s 9ms/step - loss: 1.0786 - accuracy: 0.4508
40/40 [==============================] - 1s 14ms/step - loss: 1.0786 - accuracy: 0.4508 - val_loss: 1.0686 - val_accuracy: 0.4563
Epoch 12/100
1/40 [..............................] - ETA: 0s - loss: 1.0890 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 1.0817 - accuracy: 0.4688
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19/40 [=============>................] - ETA: 0s - loss: 1.0841 - accuracy: 0.4589
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31/40 [======================>.......] - ETA: 0s - loss: 1.0722 - accuracy: 0.4536
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40/40 [==============================] - 0s 9ms/step - loss: 1.0586 - accuracy: 0.4609
40/40 [==============================] - 1s 14ms/step - loss: 1.0586 - accuracy: 0.4609 - val_loss: 1.0478 - val_accuracy: 0.4563
Epoch 13/100
1/40 [..............................] - ETA: 0s - loss: 1.1457 - accuracy: 0.3750
7/40 [====>.........................] - ETA: 0s - loss: 1.1177 - accuracy: 0.4196
14/40 [=========>....................] - ETA: 0s - loss: 1.0901 - accuracy: 0.4353
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28/40 [====================>.........] - ETA: 0s - loss: 1.0398 - accuracy: 0.4754
34/40 [========================>.....] - ETA: 0s - loss: 1.0325 - accuracy: 0.4770
40/40 [==============================] - 0s 9ms/step - loss: 1.0297 - accuracy: 0.4789
40/40 [==============================] - 1s 14ms/step - loss: 1.0297 - accuracy: 0.4789 - val_loss: 1.0144 - val_accuracy: 0.4844
Epoch 14/100
1/40 [..............................] - ETA: 0s - loss: 1.0042 - accuracy: 0.4688
7/40 [====>.........................] - ETA: 0s - loss: 1.0048 - accuracy: 0.5312
13/40 [========>.....................] - ETA: 0s - loss: 0.9908 - accuracy: 0.5457
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31/40 [======================>.......] - ETA: 0s - loss: 0.9819 - accuracy: 0.5433
37/40 [==========================>...] - ETA: 0s - loss: 0.9799 - accuracy: 0.5372
40/40 [==============================] - 0s 9ms/step - loss: 0.9663 - accuracy: 0.5461
40/40 [==============================] - 1s 14ms/step - loss: 0.9663 - accuracy: 0.5461 - val_loss: 0.9023 - val_accuracy: 0.6031
Epoch 15/100
1/40 [..............................] - ETA: 0s - loss: 0.8956 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.8898 - accuracy: 0.6250
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19/40 [=============>................] - ETA: 0s - loss: 0.8331 - accuracy: 0.6414
25/40 [=================>............] - ETA: 0s - loss: 0.8425 - accuracy: 0.6375
31/40 [======================>.......] - ETA: 0s - loss: 0.8408 - accuracy: 0.6240
37/40 [==========================>...] - ETA: 0s - loss: 0.8447 - accuracy: 0.6140
40/40 [==============================] - 0s 9ms/step - loss: 0.8341 - accuracy: 0.6227
40/40 [==============================] - 1s 14ms/step - loss: 0.8341 - accuracy: 0.6227 - val_loss: 0.7843 - val_accuracy: 0.6656
Epoch 16/100
1/40 [..............................] - ETA: 0s - loss: 0.8121 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.7596 - accuracy: 0.6518
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18/40 [============>.................] - ETA: 0s - loss: 0.7553 - accuracy: 0.6493
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30/40 [=====================>........] - ETA: 0s - loss: 0.7699 - accuracy: 0.6573
36/40 [==========================>...] - ETA: 0s - loss: 0.7639 - accuracy: 0.6562
40/40 [==============================] - 0s 9ms/step - loss: 0.7557 - accuracy: 0.6609
40/40 [==============================] - 1s 15ms/step - loss: 0.7557 - accuracy: 0.6609 - val_loss: 0.7391 - val_accuracy: 0.6687
Epoch 17/100
1/40 [..............................] - ETA: 0s - loss: 1.0110 - accuracy: 0.4375
7/40 [====>.........................] - ETA: 0s - loss: 0.8171 - accuracy: 0.6161
13/40 [========>.....................] - ETA: 0s - loss: 0.7582 - accuracy: 0.6394
19/40 [=============>................] - ETA: 0s - loss: 0.7429 - accuracy: 0.6546
25/40 [=================>............] - ETA: 0s - loss: 0.7368 - accuracy: 0.6625
31/40 [======================>.......] - ETA: 0s - loss: 0.7382 - accuracy: 0.6593
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40/40 [==============================] - 0s 9ms/step - loss: 0.7266 - accuracy: 0.6609
40/40 [==============================] - 1s 14ms/step - loss: 0.7266 - accuracy: 0.6609 - val_loss: 0.7089 - val_accuracy: 0.6844
Epoch 18/100
1/40 [..............................] - ETA: 0s - loss: 0.7036 - accuracy: 0.6562
7/40 [====>.........................] - ETA: 0s - loss: 0.7952 - accuracy: 0.6205
13/40 [========>.....................] - ETA: 0s - loss: 0.7244 - accuracy: 0.6731
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40/40 [==============================] - 0s 9ms/step - loss: 0.7065 - accuracy: 0.6789
40/40 [==============================] - 1s 14ms/step - loss: 0.7065 - accuracy: 0.6789 - val_loss: 0.6871 - val_accuracy: 0.7000
Epoch 19/100
1/40 [..............................] - ETA: 0s - loss: 0.6195 - accuracy: 0.7188
7/40 [====>.........................] - ETA: 0s - loss: 0.6949 - accuracy: 0.6741
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19/40 [=============>................] - ETA: 0s - loss: 0.7027 - accuracy: 0.6760
25/40 [=================>............] - ETA: 0s - loss: 0.7015 - accuracy: 0.6725
31/40 [======================>.......] - ETA: 0s - loss: 0.7054 - accuracy: 0.6603
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40/40 [==============================] - 0s 9ms/step - loss: 0.6891 - accuracy: 0.6750
40/40 [==============================] - 1s 14ms/step - loss: 0.6891 - accuracy: 0.6750 - val_loss: 0.6726 - val_accuracy: 0.6938
Epoch 20/100
1/40 [..............................] - ETA: 0s - loss: 0.5771 - accuracy: 0.6562
6/40 [===>..........................] - ETA: 0s - loss: 0.6657 - accuracy: 0.6771
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18/40 [============>.................] - ETA: 0s - loss: 0.6997 - accuracy: 0.6667
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40/40 [==============================] - 0s 9ms/step - loss: 0.6767 - accuracy: 0.6984
40/40 [==============================] - 1s 14ms/step - loss: 0.6767 - accuracy: 0.6984 - val_loss: 0.6731 - val_accuracy: 0.6625
Epoch 21/100
1/40 [..............................] - ETA: 0s - loss: 0.7125 - accuracy: 0.5938
7/40 [====>.........................] - ETA: 0s - loss: 0.6431 - accuracy: 0.6607
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40/40 [==============================] - 0s 9ms/step - loss: 0.6604 - accuracy: 0.6836
40/40 [==============================] - 1s 15ms/step - loss: 0.6604 - accuracy: 0.6836 - val_loss: 0.6487 - val_accuracy: 0.6844
Epoch 22/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6432 - accuracy: 0.7102
40/40 [==============================] - 1s 14ms/step - loss: 0.6432 - accuracy: 0.7102 - val_loss: 0.6238 - val_accuracy: 0.7281
Epoch 23/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.6322 - accuracy: 0.7141
40/40 [==============================] - 1s 15ms/step - loss: 0.6322 - accuracy: 0.7141 - val_loss: 0.6120 - val_accuracy: 0.7125
Epoch 24/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.6178 - accuracy: 0.7281
40/40 [==============================] - 1s 14ms/step - loss: 0.6178 - accuracy: 0.7281 - val_loss: 0.6187 - val_accuracy: 0.7344
Epoch 25/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5942 - accuracy: 0.7723
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40/40 [==============================] - 0s 9ms/step - loss: 0.6103 - accuracy: 0.7250
40/40 [==============================] - 1s 14ms/step - loss: 0.6103 - accuracy: 0.7250 - val_loss: 0.6004 - val_accuracy: 0.7281
Epoch 26/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6596 - accuracy: 0.6964
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31/40 [======================>.......] - ETA: 0s - loss: 0.6072 - accuracy: 0.7218
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40/40 [==============================] - 0s 9ms/step - loss: 0.5918 - accuracy: 0.7336
40/40 [==============================] - 1s 14ms/step - loss: 0.5918 - accuracy: 0.7336 - val_loss: 0.5677 - val_accuracy: 0.7594
Epoch 27/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.6094 - accuracy: 0.7455
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29/40 [====================>.........] - ETA: 0s - loss: 0.5827 - accuracy: 0.7500
35/40 [=========================>....] - ETA: 0s - loss: 0.5823 - accuracy: 0.7518
40/40 [==============================] - 0s 10ms/step - loss: 0.5780 - accuracy: 0.7539
40/40 [==============================] - 1s 15ms/step - loss: 0.5780 - accuracy: 0.7539 - val_loss: 0.5600 - val_accuracy: 0.7594
Epoch 28/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5457 - accuracy: 0.7500
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31/40 [======================>.......] - ETA: 0s - loss: 0.5636 - accuracy: 0.7611
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40/40 [==============================] - 0s 9ms/step - loss: 0.5662 - accuracy: 0.7594
40/40 [==============================] - 1s 15ms/step - loss: 0.5662 - accuracy: 0.7594 - val_loss: 0.5464 - val_accuracy: 0.7688
Epoch 29/100
1/40 [..............................] - ETA: 0s - loss: 0.4188 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.5112 - accuracy: 0.7902
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28/40 [====================>.........] - ETA: 0s - loss: 0.5598 - accuracy: 0.7589
35/40 [=========================>....] - ETA: 0s - loss: 0.5609 - accuracy: 0.7580
40/40 [==============================] - 0s 8ms/step - loss: 0.5563 - accuracy: 0.7617
40/40 [==============================] - 1s 14ms/step - loss: 0.5563 - accuracy: 0.7617 - val_loss: 0.5300 - val_accuracy: 0.7844
Epoch 30/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5412 - accuracy: 0.7634
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37/40 [==========================>...] - ETA: 0s - loss: 0.5444 - accuracy: 0.7812
40/40 [==============================] - 0s 9ms/step - loss: 0.5391 - accuracy: 0.7812
40/40 [==============================] - 1s 14ms/step - loss: 0.5391 - accuracy: 0.7812 - val_loss: 0.5239 - val_accuracy: 0.7719
Epoch 31/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4804 - accuracy: 0.7813
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31/40 [======================>.......] - ETA: 0s - loss: 0.5262 - accuracy: 0.7792
37/40 [==========================>...] - ETA: 0s - loss: 0.5272 - accuracy: 0.7821
40/40 [==============================] - 0s 9ms/step - loss: 0.5296 - accuracy: 0.7820
40/40 [==============================] - 1s 14ms/step - loss: 0.5296 - accuracy: 0.7820 - val_loss: 0.5040 - val_accuracy: 0.8031
Epoch 32/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.5146 - accuracy: 0.7991
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40/40 [==============================] - 0s 9ms/step - loss: 0.5146 - accuracy: 0.7984
40/40 [==============================] - 1s 14ms/step - loss: 0.5146 - accuracy: 0.7984 - val_loss: 0.4930 - val_accuracy: 0.7937
Epoch 33/100
1/40 [..............................] - ETA: 0s - loss: 0.6433 - accuracy: 0.6875
7/40 [====>.........................] - ETA: 0s - loss: 0.5661 - accuracy: 0.7545
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31/40 [======================>.......] - ETA: 0s - loss: 0.5202 - accuracy: 0.7923
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40/40 [==============================] - 0s 9ms/step - loss: 0.5037 - accuracy: 0.8008
40/40 [==============================] - 1s 15ms/step - loss: 0.5037 - accuracy: 0.8008 - val_loss: 0.4795 - val_accuracy: 0.8125
Epoch 34/100
1/40 [..............................] - ETA: 0s - loss: 0.5907 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.4672 - accuracy: 0.8125
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40/40 [==============================] - 0s 9ms/step - loss: 0.4923 - accuracy: 0.8047
40/40 [==============================] - 1s 14ms/step - loss: 0.4923 - accuracy: 0.8047 - val_loss: 0.4672 - val_accuracy: 0.8281
Epoch 35/100
1/40 [..............................] - ETA: 0s - loss: 0.5824 - accuracy: 0.7812
7/40 [====>.........................] - ETA: 0s - loss: 0.5143 - accuracy: 0.7991
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31/40 [======================>.......] - ETA: 0s - loss: 0.4833 - accuracy: 0.8175
37/40 [==========================>...] - ETA: 0s - loss: 0.4822 - accuracy: 0.8159
40/40 [==============================] - 0s 9ms/step - loss: 0.4791 - accuracy: 0.8172
40/40 [==============================] - 1s 15ms/step - loss: 0.4791 - accuracy: 0.8172 - val_loss: 0.4574 - val_accuracy: 0.8219
Epoch 36/100
1/40 [..............................] - ETA: 0s - loss: 0.4052 - accuracy: 0.7500
7/40 [====>.........................] - ETA: 0s - loss: 0.4637 - accuracy: 0.8080
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31/40 [======================>.......] - ETA: 0s - loss: 0.4763 - accuracy: 0.8266
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40/40 [==============================] - 0s 9ms/step - loss: 0.4686 - accuracy: 0.8195
40/40 [==============================] - 1s 15ms/step - loss: 0.4686 - accuracy: 0.8195 - val_loss: 0.4482 - val_accuracy: 0.8125
Epoch 37/100
1/40 [..............................] - ETA: 0s - loss: 0.6876 - accuracy: 0.6250
7/40 [====>.........................] - ETA: 0s - loss: 0.5528 - accuracy: 0.7545
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31/40 [======================>.......] - ETA: 0s - loss: 0.4705 - accuracy: 0.8165
37/40 [==========================>...] - ETA: 0s - loss: 0.4638 - accuracy: 0.8193
40/40 [==============================] - 0s 9ms/step - loss: 0.4563 - accuracy: 0.8234
40/40 [==============================] - 1s 15ms/step - loss: 0.4563 - accuracy: 0.8234 - val_loss: 0.4337 - val_accuracy: 0.8375
Epoch 38/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4888 - accuracy: 0.8080
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31/40 [======================>.......] - ETA: 0s - loss: 0.4539 - accuracy: 0.8306
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40/40 [==============================] - 0s 9ms/step - loss: 0.4473 - accuracy: 0.8289
40/40 [==============================] - 1s 14ms/step - loss: 0.4473 - accuracy: 0.8289 - val_loss: 0.4285 - val_accuracy: 0.8406
Epoch 39/100
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29/40 [====================>.........] - ETA: 0s - loss: 0.4386 - accuracy: 0.8351
35/40 [=========================>....] - ETA: 0s - loss: 0.4333 - accuracy: 0.8384
40/40 [==============================] - 0s 10ms/step - loss: 0.4355 - accuracy: 0.8367
40/40 [==============================] - 1s 15ms/step - loss: 0.4355 - accuracy: 0.8367 - val_loss: 0.4158 - val_accuracy: 0.8438
Epoch 40/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4537 - accuracy: 0.8348
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33/40 [=======================>......] - ETA: 0s - loss: 0.4319 - accuracy: 0.8428
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40/40 [==============================] - 0s 9ms/step - loss: 0.4239 - accuracy: 0.8430
40/40 [==============================] - 1s 14ms/step - loss: 0.4239 - accuracy: 0.8430 - val_loss: 0.3996 - val_accuracy: 0.8469
Epoch 41/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4031 - accuracy: 0.8482
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40/40 [==============================] - 0s 9ms/step - loss: 0.4140 - accuracy: 0.8484
40/40 [==============================] - 1s 14ms/step - loss: 0.4140 - accuracy: 0.8484 - val_loss: 0.3978 - val_accuracy: 0.8469
Epoch 42/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3961 - accuracy: 0.8393
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31/40 [======================>.......] - ETA: 0s - loss: 0.4084 - accuracy: 0.8367
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40/40 [==============================] - 0s 9ms/step - loss: 0.4069 - accuracy: 0.8391
40/40 [==============================] - 1s 14ms/step - loss: 0.4069 - accuracy: 0.8391 - val_loss: 0.3975 - val_accuracy: 0.8531
Epoch 43/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.4518 - accuracy: 0.8438
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40/40 [==============================] - 0s 9ms/step - loss: 0.3960 - accuracy: 0.8562
40/40 [==============================] - 1s 15ms/step - loss: 0.3960 - accuracy: 0.8562 - val_loss: 0.3715 - val_accuracy: 0.8656
Epoch 44/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3943 - accuracy: 0.8482
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40/40 [==============================] - 0s 9ms/step - loss: 0.3811 - accuracy: 0.8602
40/40 [==============================] - 1s 14ms/step - loss: 0.3811 - accuracy: 0.8602 - val_loss: 0.3560 - val_accuracy: 0.8594
Epoch 45/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3443 - accuracy: 0.8795
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40/40 [==============================] - 0s 8ms/step - loss: 0.3700 - accuracy: 0.8672
40/40 [==============================] - 1s 13ms/step - loss: 0.3700 - accuracy: 0.8672 - val_loss: 0.3407 - val_accuracy: 0.8656
Epoch 46/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3777 - accuracy: 0.8438
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40/40 [==============================] - 0s 9ms/step - loss: 0.3571 - accuracy: 0.8680
40/40 [==============================] - 1s 14ms/step - loss: 0.3571 - accuracy: 0.8680 - val_loss: 0.3311 - val_accuracy: 0.8719
Epoch 47/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3484 - accuracy: 0.8750
40/40 [==============================] - 1s 14ms/step - loss: 0.3484 - accuracy: 0.8750 - val_loss: 0.3232 - val_accuracy: 0.8688
Epoch 48/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3357 - accuracy: 0.8773
40/40 [==============================] - 1s 14ms/step - loss: 0.3357 - accuracy: 0.8773 - val_loss: 0.3128 - val_accuracy: 0.8750
Epoch 49/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.3248 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.3248 - accuracy: 0.8898 - val_loss: 0.3029 - val_accuracy: 0.8688
Epoch 50/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3220 - accuracy: 0.8750
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40/40 [==============================] - 0s 9ms/step - loss: 0.3142 - accuracy: 0.8898
40/40 [==============================] - 1s 14ms/step - loss: 0.3142 - accuracy: 0.8898 - val_loss: 0.2886 - val_accuracy: 0.8781
Epoch 51/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2827 - accuracy: 0.9241
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40/40 [==============================] - 0s 9ms/step - loss: 0.3031 - accuracy: 0.8984
40/40 [==============================] - 1s 15ms/step - loss: 0.3031 - accuracy: 0.8984 - val_loss: 0.2776 - val_accuracy: 0.8813
Epoch 52/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.3164 - accuracy: 0.8884
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40/40 [==============================] - 0s 9ms/step - loss: 0.2932 - accuracy: 0.9016
40/40 [==============================] - 1s 14ms/step - loss: 0.2932 - accuracy: 0.9016 - val_loss: 0.2715 - val_accuracy: 0.8938
Epoch 53/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2875 - accuracy: 0.8929
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40/40 [==============================] - 0s 9ms/step - loss: 0.2847 - accuracy: 0.9062
40/40 [==============================] - 1s 14ms/step - loss: 0.2847 - accuracy: 0.9062 - val_loss: 0.2612 - val_accuracy: 0.9000
Epoch 54/100
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40/40 [==============================] - 0s 10ms/step - loss: 0.2780 - accuracy: 0.9070
40/40 [==============================] - 1s 15ms/step - loss: 0.2780 - accuracy: 0.9070 - val_loss: 0.2546 - val_accuracy: 0.9031
Epoch 55/100
1/40 [..............................] - ETA: 0s - loss: 0.3965 - accuracy: 0.8125
7/40 [====>.........................] - ETA: 0s - loss: 0.2751 - accuracy: 0.8973
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40/40 [==============================] - 0s 9ms/step - loss: 0.2660 - accuracy: 0.9156
40/40 [==============================] - 1s 14ms/step - loss: 0.2660 - accuracy: 0.9156 - val_loss: 0.2484 - val_accuracy: 0.9156
Epoch 56/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2653 - accuracy: 0.9063
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40/40 [==============================] - 0s 8ms/step - loss: 0.2568 - accuracy: 0.9164
40/40 [==============================] - 1s 13ms/step - loss: 0.2568 - accuracy: 0.9164 - val_loss: 0.2297 - val_accuracy: 0.9219
Epoch 57/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.2089 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.2448 - accuracy: 0.9173
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40/40 [==============================] - 0s 9ms/step - loss: 0.2446 - accuracy: 0.9203
40/40 [==============================] - 1s 14ms/step - loss: 0.2446 - accuracy: 0.9203 - val_loss: 0.2304 - val_accuracy: 0.9187
Epoch 58/100
1/40 [..............................] - ETA: 0s - loss: 0.1618 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.2282 - accuracy: 0.9375
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31/40 [======================>.......] - ETA: 0s - loss: 0.2406 - accuracy: 0.9234
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40/40 [==============================] - 0s 9ms/step - loss: 0.2427 - accuracy: 0.9234
40/40 [==============================] - 1s 14ms/step - loss: 0.2427 - accuracy: 0.9234 - val_loss: 0.2151 - val_accuracy: 0.9156
Epoch 59/100
1/40 [..............................] - ETA: 0s - loss: 0.2390 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.2713 - accuracy: 0.9241
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31/40 [======================>.......] - ETA: 0s - loss: 0.2281 - accuracy: 0.9385
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40/40 [==============================] - 0s 9ms/step - loss: 0.2310 - accuracy: 0.9320
40/40 [==============================] - 1s 14ms/step - loss: 0.2310 - accuracy: 0.9320 - val_loss: 0.2152 - val_accuracy: 0.9313
Epoch 60/100
1/40 [..............................] - ETA: 0s - loss: 0.1664 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1848 - accuracy: 0.9509
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31/40 [======================>.......] - ETA: 0s - loss: 0.2175 - accuracy: 0.9365
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40/40 [==============================] - 0s 9ms/step - loss: 0.2233 - accuracy: 0.9281
40/40 [==============================] - 1s 15ms/step - loss: 0.2233 - accuracy: 0.9281 - val_loss: 0.1976 - val_accuracy: 0.9344
Epoch 61/100
1/40 [..............................] - ETA: 0s - loss: 0.2258 - accuracy: 0.9062
7/40 [====>.........................] - ETA: 0s - loss: 0.1813 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.2159 - accuracy: 0.9375
40/40 [==============================] - 1s 14ms/step - loss: 0.2159 - accuracy: 0.9375 - val_loss: 0.2010 - val_accuracy: 0.9281
Epoch 62/100
1/40 [..............................] - ETA: 0s - loss: 0.1883 - accuracy: 0.9688
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40/40 [==============================] - 0s 10ms/step - loss: 0.2115 - accuracy: 0.9367
40/40 [==============================] - 1s 15ms/step - loss: 0.2115 - accuracy: 0.9367 - val_loss: 0.2021 - val_accuracy: 0.9313
Epoch 63/100
1/40 [..............................] - ETA: 0s - loss: 0.1224 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1867 - accuracy: 0.9464
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31/40 [======================>.......] - ETA: 0s - loss: 0.2099 - accuracy: 0.9355
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40/40 [==============================] - 0s 9ms/step - loss: 0.2050 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.2050 - accuracy: 0.9367 - val_loss: 0.1818 - val_accuracy: 0.9375
Epoch 64/100
1/40 [..............................] - ETA: 0s - loss: 0.2635 - accuracy: 0.8438
7/40 [====>.........................] - ETA: 0s - loss: 0.2052 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.2013 - accuracy: 0.9325
37/40 [==========================>...] - ETA: 0s - loss: 0.2029 - accuracy: 0.9350
40/40 [==============================] - 0s 9ms/step - loss: 0.2002 - accuracy: 0.9367
40/40 [==============================] - 1s 15ms/step - loss: 0.2002 - accuracy: 0.9367 - val_loss: 0.1798 - val_accuracy: 0.9375
Epoch 65/100
1/40 [..............................] - ETA: 0s - loss: 0.1647 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.1884 - accuracy: 0.9375
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40/40 [==============================] - 0s 9ms/step - loss: 0.1916 - accuracy: 0.9352
40/40 [==============================] - 1s 15ms/step - loss: 0.1916 - accuracy: 0.9352 - val_loss: 0.1905 - val_accuracy: 0.9406
Epoch 66/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1856 - accuracy: 0.9330
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31/40 [======================>.......] - ETA: 0s - loss: 0.1838 - accuracy: 0.9385
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40/40 [==============================] - 0s 9ms/step - loss: 0.1821 - accuracy: 0.9414
40/40 [==============================] - 1s 14ms/step - loss: 0.1821 - accuracy: 0.9414 - val_loss: 0.1608 - val_accuracy: 0.9469
Epoch 67/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1783 - accuracy: 0.9330
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40/40 [==============================] - 0s 9ms/step - loss: 0.1840 - accuracy: 0.9367
40/40 [==============================] - 1s 14ms/step - loss: 0.1840 - accuracy: 0.9367 - val_loss: 0.1688 - val_accuracy: 0.9563
Epoch 68/100
1/40 [..............................] - ETA: 0s - loss: 0.0892 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.1947 - accuracy: 0.9286
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40/40 [==============================] - 0s 9ms/step - loss: 0.1823 - accuracy: 0.9406
40/40 [==============================] - 1s 14ms/step - loss: 0.1823 - accuracy: 0.9406 - val_loss: 0.1606 - val_accuracy: 0.9438
Epoch 69/100
1/40 [..............................] - ETA: 0s - loss: 0.2541 - accuracy: 0.8750
6/40 [===>..........................] - ETA: 0s - loss: 0.2132 - accuracy: 0.9219
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40/40 [==============================] - 0s 9ms/step - loss: 0.1697 - accuracy: 0.9461
40/40 [==============================] - 1s 15ms/step - loss: 0.1697 - accuracy: 0.9461 - val_loss: 0.1504 - val_accuracy: 0.9531
Epoch 70/100
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6/40 [===>..........................] - ETA: 0s - loss: 0.1171 - accuracy: 0.9792
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40/40 [==============================] - 0s 10ms/step - loss: 0.1637 - accuracy: 0.9453
40/40 [==============================] - 1s 15ms/step - loss: 0.1637 - accuracy: 0.9453 - val_loss: 0.1483 - val_accuracy: 0.9594
Epoch 71/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1599 - accuracy: 0.9492
40/40 [==============================] - 1s 14ms/step - loss: 0.1599 - accuracy: 0.9492 - val_loss: 0.1373 - val_accuracy: 0.9594
Epoch 72/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1284 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1558 - accuracy: 0.9445
40/40 [==============================] - 1s 13ms/step - loss: 0.1558 - accuracy: 0.9445 - val_loss: 0.1328 - val_accuracy: 0.9531
Epoch 73/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1419 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1537 - accuracy: 0.9508
40/40 [==============================] - 1s 14ms/step - loss: 0.1537 - accuracy: 0.9508 - val_loss: 0.1422 - val_accuracy: 0.9469
Epoch 74/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1625 - accuracy: 0.9430
40/40 [==============================] - 1s 15ms/step - loss: 0.1625 - accuracy: 0.9430 - val_loss: 0.1320 - val_accuracy: 0.9563
Epoch 75/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1499 - accuracy: 0.9531
40/40 [==============================] - 1s 15ms/step - loss: 0.1499 - accuracy: 0.9531 - val_loss: 0.1302 - val_accuracy: 0.9531
Epoch 76/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1420 - accuracy: 0.9547
40/40 [==============================] - 1s 14ms/step - loss: 0.1420 - accuracy: 0.9547 - val_loss: 0.1170 - val_accuracy: 0.9625
Epoch 77/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1375 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1375 - accuracy: 0.9539 - val_loss: 0.1211 - val_accuracy: 0.9563
Epoch 78/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1346 - accuracy: 0.9555
40/40 [==============================] - 1s 15ms/step - loss: 0.1346 - accuracy: 0.9555 - val_loss: 0.1141 - val_accuracy: 0.9625
Epoch 79/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1336 - accuracy: 0.9586
40/40 [==============================] - 1s 14ms/step - loss: 0.1336 - accuracy: 0.9586 - val_loss: 0.1114 - val_accuracy: 0.9500
Epoch 80/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1114 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1380 - accuracy: 0.9539
40/40 [==============================] - 1s 15ms/step - loss: 0.1380 - accuracy: 0.9539 - val_loss: 0.1039 - val_accuracy: 0.9563
Epoch 81/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1291 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1291 - accuracy: 0.9570 - val_loss: 0.1147 - val_accuracy: 0.9500
Epoch 82/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1250 - accuracy: 0.9570
40/40 [==============================] - 1s 14ms/step - loss: 0.1250 - accuracy: 0.9570 - val_loss: 0.1103 - val_accuracy: 0.9594
Epoch 83/100
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40/40 [==============================] - 0s 8ms/step - loss: 0.1247 - accuracy: 0.9539
40/40 [==============================] - 1s 14ms/step - loss: 0.1247 - accuracy: 0.9539 - val_loss: 0.1000 - val_accuracy: 0.9656
Epoch 84/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1175 - accuracy: 0.9594
40/40 [==============================] - 1s 14ms/step - loss: 0.1175 - accuracy: 0.9594 - val_loss: 0.1066 - val_accuracy: 0.9594
Epoch 85/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1042 - accuracy: 0.9598
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40/40 [==============================] - 0s 10ms/step - loss: 0.1177 - accuracy: 0.9594
40/40 [==============================] - 1s 15ms/step - loss: 0.1177 - accuracy: 0.9594 - val_loss: 0.1000 - val_accuracy: 0.9563
Epoch 86/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1167 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1167 - accuracy: 0.9625 - val_loss: 0.1052 - val_accuracy: 0.9656
Epoch 87/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1333 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.1163 - accuracy: 0.9609
40/40 [==============================] - 1s 14ms/step - loss: 0.1163 - accuracy: 0.9609 - val_loss: 0.0977 - val_accuracy: 0.9656
Epoch 88/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1153 - accuracy: 0.9617
40/40 [==============================] - 1s 14ms/step - loss: 0.1153 - accuracy: 0.9617 - val_loss: 0.0932 - val_accuracy: 0.9656
Epoch 89/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.0936 - accuracy: 0.9688
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40/40 [==============================] - 0s 9ms/step - loss: 0.1080 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1080 - accuracy: 0.9641 - val_loss: 0.1036 - val_accuracy: 0.9594
Epoch 90/100
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40/40 [==============================] - 0s 9ms/step - loss: 0.1176 - accuracy: 0.9555
40/40 [==============================] - 1s 14ms/step - loss: 0.1176 - accuracy: 0.9555 - val_loss: 0.0942 - val_accuracy: 0.9594
Epoch 91/100
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7/40 [====>.........................] - ETA: 0s - loss: 0.1474 - accuracy: 0.9554
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40/40 [==============================] - 0s 9ms/step - loss: 0.1062 - accuracy: 0.9641
40/40 [==============================] - 1s 14ms/step - loss: 0.1062 - accuracy: 0.9641 - val_loss: 0.0912 - val_accuracy: 0.9688
Epoch 92/100
1/40 [..............................] - ETA: 0s - loss: 0.0597 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0755 - accuracy: 0.9777
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40/40 [==============================] - 0s 9ms/step - loss: 0.1106 - accuracy: 0.9586
40/40 [==============================] - 1s 15ms/step - loss: 0.1106 - accuracy: 0.9586 - val_loss: 0.0901 - val_accuracy: 0.9625
Epoch 93/100
1/40 [..............................] - ETA: 0s - loss: 0.0897 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0880 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1100 - accuracy: 0.9625
40/40 [==============================] - 1s 14ms/step - loss: 0.1100 - accuracy: 0.9625 - val_loss: 0.0895 - val_accuracy: 0.9656
Epoch 94/100
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38/40 [===========================>..] - ETA: 0s - loss: 0.1102 - accuracy: 0.9655
40/40 [==============================] - 0s 9ms/step - loss: 0.1085 - accuracy: 0.9656
40/40 [==============================] - 1s 14ms/step - loss: 0.1085 - accuracy: 0.9656 - val_loss: 0.1002 - val_accuracy: 0.9594
Epoch 95/100
1/40 [..............................] - ETA: 0s - loss: 0.1011 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0936 - accuracy: 0.9643
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40/40 [==============================] - 0s 9ms/step - loss: 0.1091 - accuracy: 0.9578
40/40 [==============================] - 1s 15ms/step - loss: 0.1091 - accuracy: 0.9578 - val_loss: 0.0968 - val_accuracy: 0.9625
Epoch 96/100
1/40 [..............................] - ETA: 0s - loss: 0.0499 - accuracy: 1.0000
7/40 [====>.........................] - ETA: 0s - loss: 0.0885 - accuracy: 0.9688
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31/40 [======================>.......] - ETA: 0s - loss: 0.0997 - accuracy: 0.9677
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40/40 [==============================] - 0s 9ms/step - loss: 0.1025 - accuracy: 0.9680
40/40 [==============================] - 1s 14ms/step - loss: 0.1025 - accuracy: 0.9680 - val_loss: 0.0836 - val_accuracy: 0.9719
Epoch 97/100
1/40 [..............................] - ETA: 0s - loss: 0.1108 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0527 - accuracy: 0.9866
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31/40 [======================>.......] - ETA: 0s - loss: 0.1067 - accuracy: 0.9657
37/40 [==========================>...] - ETA: 0s - loss: 0.1017 - accuracy: 0.9671
40/40 [==============================] - 0s 9ms/step - loss: 0.1046 - accuracy: 0.9656
40/40 [==============================] - 1s 15ms/step - loss: 0.1046 - accuracy: 0.9656 - val_loss: 0.0876 - val_accuracy: 0.9594
Epoch 98/100
1/40 [..............................] - ETA: 0s - loss: 0.0831 - accuracy: 0.9688
7/40 [====>.........................] - ETA: 0s - loss: 0.0731 - accuracy: 0.9732
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31/40 [======================>.......] - ETA: 0s - loss: 0.0985 - accuracy: 0.9698
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40/40 [==============================] - 0s 9ms/step - loss: 0.1079 - accuracy: 0.9672
40/40 [==============================] - 1s 14ms/step - loss: 0.1079 - accuracy: 0.9672 - val_loss: 0.1216 - val_accuracy: 0.9625
Epoch 99/100
1/40 [..............................] - ETA: 0s - loss: 0.1708 - accuracy: 0.9375
7/40 [====>.........................] - ETA: 0s - loss: 0.0949 - accuracy: 0.9598
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40/40 [==============================] - 0s 9ms/step - loss: 0.0993 - accuracy: 0.9656
40/40 [==============================] - 1s 13ms/step - loss: 0.0993 - accuracy: 0.9656 - val_loss: 0.0876 - val_accuracy: 0.9688
Epoch 100/100
1/40 [..............................] - ETA: 0s - loss: 0.1976 - accuracy: 0.8750
7/40 [====>.........................] - ETA: 0s - loss: 0.1369 - accuracy: 0.9509
13/40 [========>.....................] - ETA: 0s - loss: 0.1191 - accuracy: 0.9567
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31/40 [======================>.......] - ETA: 0s - loss: 0.0976 - accuracy: 0.9677
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40/40 [==============================] - 0s 9ms/step - loss: 0.1034 - accuracy: 0.9648
40/40 [==============================] - 1s 15ms/step - loss: 0.1034 - accuracy: 0.9648 - val_loss: 0.0795 - val_accuracy: 0.9750Best model has 11 neurons in the hidden layer. In this model, loss: 0.035, Accuracy: 0.985
we can stop around 35-40 epochs to minimize over-fitting
pred.prob <- predict(model.high, as.matrix(x.test.df))2022-11-21 20:24:14.316558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.
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13/13 [==============================] - 0s 3ms/step
13/13 [==============================] - 0s 3ms/steppred.class <- apply(pred.prob, 1, function(x) which.max(x)-1)
confusion.matrix <- confusionMatrix(as.factor(pred.class), as.factor(y.test.df))
confusion.matrixConfusion Matrix and Statistics
Reference
Prediction 1 2 3 4
1 93 0 1 0
2 0 98 2 0
3 4 7 99 0
4 1 0 0 95
Overall Statistics
Accuracy : 0.9625
95% CI : (0.9389, 0.9789)
No Information Rate : 0.2625
P-Value [Acc > NIR] : < 2.2e-16
Kappa : 0.95
Mcnemar's Test P-Value : NA
Statistics by Class:
Class: 1 Class: 2 Class: 3 Class: 4
Sensitivity 0.9490 0.9333 0.9706 1.0000
Specificity 0.9967 0.9932 0.9631 0.9967
Pos Pred Value 0.9894 0.9800 0.9000 0.9896
Neg Pred Value 0.9837 0.9767 0.9897 1.0000
Prevalence 0.2450 0.2625 0.2550 0.2375
Detection Rate 0.2325 0.2450 0.2475 0.2375
Detection Prevalence 0.2350 0.2500 0.2750 0.2400
Balanced Accuracy 0.9728 0.9633 0.9668 0.9984By Observing both (a) and (d), we can see that even with the increase in 11 hidden layers that accuracy has only increased by 0.0005. and PPV values of class 2 and 3 have been increased.
I would prefer model (a), because even with increase in hidden layers the increase in accuracy of the model is very small. So, Its best to push model (a) as it consumes less GPU with an accuracy of 0.0005 less than model (d).